{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Interpreting ResNet Model With Gradient SHAP"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This notebook loads the pretrained ResNet model given by [PaddleClas](https://github.com/PaddlePaddle/PaddleClas/tree/release/2.0) and performs image classification on selected images. \n",
    "\n",
    "Interpretations of the predictions are generated and visualized using Gradient SHAP algorithm, specifically the `GradShapCVInterpreter` class."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from PIL import Image\n",
    "import paddle\n",
    "import interpretdl as it\n",
    "from interpretdl.data_processor.readers import read_image\n",
    "from interpretdl.data_processor.visualizer import visualize_overlay, visualize_grayscale\n",
    "from assets.resnet import ResNet50"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If you have't done so, please first download the pretrained ResNet50 model by runnig the cell below or directly from [this link](https://paddle-imagenet-models-name.bj.bcebos.com/dygraph/ResNet50_pretrained.pdparams). \n",
    "More pretrained models can be found in [PaddleClas Model Zoo](https://github.com/PaddlePaddle/PaddleClas/tree/e93711c43512a7ebcec07a0438aa87565df81084#Model_zoo_overview)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# downloads and the model to assets/\n",
    "!wget https://paddle-imagenet-models-name.bj.bcebos.com/dygraph/ResNet50_pretrained.pdparams -P assets/"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Initialize `paddle_model` and load weights. `ResNet50` is borrowed from PaddleClas [architectures](https://github.com/PaddlePaddle/PaddleClas/tree/e93711c43512a7ebcec07a0438aa87565df81084/ppcls/modeling/architectures)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "MODEL_PATH = \"assets/ResNet50_pretrained.pdparams\"\n",
    "paddle_model = ResNet50()\n",
    "\n",
    "state_dict = paddle.load(MODEL_PATH)\n",
    "paddle_model.set_dict(state_dict)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Initialize the `GradShapCVInterpreter`. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "gs = it.GradShapCVInterpreter(paddle_model, use_cuda=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Before interpreting the image, we first take a look at the original image."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=224x224 at 0x7FA168B976D0>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "img_path = 'assets/catdog.png'\n",
    "x = Image.fromarray(read_image(img_path)[0])\n",
    "x"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Then, let Gradient SHAP method help us `interpret` the image with respect to the predicted label. We choose to choose the default baselines which are all zeros. Gradients are visualize in grayscale."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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CAOKAE9cMSYft2NCQZnKhM9FRsW++c7reXAZ87k2fr2cpObJ829vfiJa/uPzOn79VDn5q4CbQX3nyx3c/OPj0txZ/OixHVz79+dtfOwfAH2StGVQvXAie+3Zibvta8PSuP2kXh+5TBXqwfrR9plzrXJjfGy6fmsND6w5f1IfNxcRdTOy0C+JCEjWZodEQy2AxgTpiAAKASorhlF4ylIKJLTCiCigBkiiEmOipmMWUpZWrNN3TYsoIVFwTUGmMBlaIYyPRlLKB0dJ9o9Rq2/1nNkaqWR+czXO/qy61FFwZXOy76982HRvUba36mQcWRkbSZ07Q1d/ee+WdndsvwyuV+c8/W/+17NqP/deM/l2w1PX0F7ed5F3P3Zg6r97ytvKvX3h696e/7wGpq0BUnLhbLBv1jQe2nEyQEPjqszfPXZzQCbfbChBhNnFnHQCp9FAgjAlxBYTCjoE0RSIBxBIgFCMFlSKYEWJzy2VEFCqu5jCZWAH0HQkZ4UYEgR5rEcMqRrqLGjnXl+mgRqhXSV9kPa3SRE/CZHGp0NDjp99+GL4yvG/85C0r7g3f39cj//rsxC2fBv/wvb97pfsnjejzc+UX3v9ifvnSNeDOa4G72PWOTcfV0qpi/arWIfvJQ+Nj4OrnaqC6hbZcK96yvMyyzbgyUiWOam255rGSDmc6kkwl4SrbZoDiuWwiURIRIHNt5umCIBQgiBMGdCmBkQCBIFCAQAF05GJlEWqE6QIRGRT5WYRiHFMBQ0GSkAd6FhJN+lBRaqKEcS0NTMxKVgNrhod5ciFRVyyq1Y/rO5sJX+7c/OeBbW94C1z8/X9GNwKA1z75sfQN97z3J/s69oLnb7vhtZHrF9mBD28Gd/1wW8qwx3I/7tr86W+t/nEBnI6teTTcoG4aeZn3pJJmVrVUoDxj8pk2nj3DwPYqh3a6K9dt2BkcxyBvEZ3KRYERplIJoJlSaroylc6EAEBBpUSiQIQMGVhJpCLmGZ7PoYg4MpkKnFhimwIIEy6BjYCQsB4QjrNO6PTmAQBrups6i1OrQtp6ZrWhuPbiYTwO6r9evRZf/x584ocf3LsOzO0EH/rMaYDBDdMAgLf86UKOHgvwDuUFXf/dPT3yoP/Or2Q/do1/ZbYCPrFty9ZVBxa6tfPm1uA0v2Fw6M7UXHfDHEtqwYJSw+HLSppaZlrrTEeyJ4/xfCQV03XMSgpTQJVyMUZci6jkTpYTKSBSBgIIpnSVAJCRscm47xhtDfgSxbbiCDBFAAd6BKEA0PF1CZBmwE4Xy7k9h02GfYVix/CcrMu9t+1fCvr9CAff/m73X12+8ab2fe/7GfjB/KeeOda8HU5/cN/UOwCY/37hJx0fuvemd/79TTdkb+p8icBM92UnSyc+EHj+ggJzXqPnQqG84pYXnwKljoRve65pInt12N881NUqJzmP6nKUa2ddJFdOYRFFo+0mUiDbxj6VQmEsIGaUI0UEirFAijDCJQojYWqg3ohqTWToYewFWABDCIcLACHAhBEsNGRCkBCDoTicXaxX5TIs2noqMjJrQys6vxT0PhzJdNVQcM23JlIHjA1fHAT/CMCH3/nf63JPHf3hB8Gud1wAoHfxv80o/8Qnp9/1NPxzenb7jJLj3bVjE0vvn36M9x47ToYvNZfS4pm+sS2uZ1de850+I3p1NjgXBenujAH9ir22O5JWVw8jbtLRgQJT69LbgUuAwlgBYkkkhdC5iABTXEFbhwgZIeC+iGCE83HYaBClQgAlZG0uCaQSCcQVZJJxokcIt32egG5iL12+Zrjdziu1P4szG4v2PKoNCOhle2cbmRcLzOy/6pV//uYYWHnNM4/1nPoIAACMAQDmrtx78/wn/md49ssb7uyZfHXHJ62x6V3//tHJpt09OsG29Ny48N69ly/mppqlsZvUkBe1KnOXYfm8p0e9OWrGVif83dM1JC5VL0SZfsLbuohAGOIME9kioVSjPbYkONYwkhgBGbEQEJRokc8jR2qsIURiccUl1iCjChM9zaRCVClJSZwATn3VKbk24q1l7bPPHTAZ7+UpVEVnVZdS9CzKNs6VW87g6k9kL/3ult1/nL8AwN6AJR/c95kfPwF+OQXKrLf05NHvpj7jXzP94DUwcvdXfyXe98LPLv/Rmdzji71G8vpNzw1ke6whtX/gQeI6OL0l+9ho50oqsn9ZXjWn6eYU77eZnlOZVYOAm34sHH1Fj2GYVhhDZZqppcDBAiQQISUJwVAHHEkmVNbikhkoAoojBEdwgBVXKA490Se0yBSYMkcKSNKGoso4l7nASaPALcO9mLQYX0jXj1uEm7o+1tERm85jDHzDAeDUtwEA6x6YYf/3xw9V7x86dqjccfr+4GONf5770ukdL/z2izcOjdzftla99Xw2fGDNHM8OaXdNnjp99sB8+3XPeSlZJn6p/nRtIKotJNqFQXHID61sV7BY9xjItI+eLjcapNhbimbTmU4sE2giIKoQRshERACJAVdAAYQg0VCCAUdKKZ0BoBTvZE0ACNcT3chVuEQ4lBBABDAVTOgC6Dqy2zZXoYCxTUkVG3Yd6qSb+9yZz/WO/xQAADznwonVJ+/+XvLfzvLn3/aRVXv+vGvm7zbO0PS/HFtQudOHvnf65QTpyVcePI/WjtL7f/XS6alq7qzplFedXXsx5Vj+6R4YXXJGjKUca5c5jJDyR2eV1umF0ZDrbXxlSIHhaverbVrkzUzdoMCnjAgOMaM6jwTCDFpCIIkUtBxQxFxKPWSYI0jKkQlMiBRi4VwqhYAyNaIjwGMiyBqtk4I05iNDWQvFKEM8kMbhkh0HaRZ0Z9Sm+sxbAAAAHAfqlxc2/7mz9LG7/vY9Xft+8fKDP/jDbaVtV36+bh1TJ9798ROp3jUzfZ73FPxX6z2figaP3/7bXdQVbvfc9kHdIPNmunW7kXIupC9FDZFP41WlXjPotHqnVDY9O1ZaohXMXpt+fL1lNTIb1qTTXZ6ECWcia6elF3EFBARMAI6hITMi4TSWShoRwlxlfSolF5oy0y6PTEYVCiQmIDFMwexWr05rOTdzLpcAo85pMbJhC7dNWcQzvW6xvf3mXz0HwH/+PQAAfK72QyA+PPc4AL8nd3X9fuWXliqL17+YuuPloKu8GBdleUeLHvjxV9ODN3x96IEvv3/fIfq8WhxHefNwsRFumkbngI/e9sqOF/va9kQGBm4Gq95TOA+ilFFf/VzK7Z6yuaFhgVcc9wq+BCLTcLidhJwDBUXaNZVUBEKDOaSFJeRYKZD2BVKUilhQIbuaUihKVayBUGkM0sQsLqnNLV6ogLDSo+qawBzoVgVCy9923nOMErf6Or8FwHwvOLL5a+z4wEPj2667CrD5m4bQWM/KzxnVT5w52Ny7ovyQM7zQLm09atfZjpB+9suwc8vbG7nTfrX1Gljxo9TxK279QefZDad61oXhPfefqXY7swAEMNWzUJphQ+XuBldL3fNdbv+SotoyzXutLPOhkhnpFfw2YYRDBZAOFIMQE51Jw4MSA8Qw15XQuMOYnsAYQ10ABnGkdI4UBbEWDyxlGbW83jCM1rS8KYJ1i4QBSNUymZbKaBIsF9/5BQAAAL9/MwDrPvSN3Elw633fO7QHPPFPc//ewGylCne87QeT4u7v11YNnNqOn+juXS1fuIaG1x5xP5B4mx66rzJ7e/WFwdlMFNWu8LNLd91/ChclnB6eH3AupqSSMLX6YMbtO8VXeg0dkYSwKD9jBDIbSgRkF/ICoRJFpI4gg7GGoPCYBXSKiNKBgaVGCW6JpG3EgAM/kQCEJAuUSMUJ5c6SYyvNBRfn5oJTb0tDBwpZ8zlmJRY1aZXt9kYmVt0P7gcAvNl7FNwA3/s3AHzszH2dL7xlwxXPlN+WH2vVwU+/lF6cmb6t23x67cyeQ3zqxT+Xv3voSeP52md7NoFkw3j+5ZOdudFQ3zT2Kqylp/red62eA6OA1pd7CuwNCS0Pd08CI7+6OLXCqCVISughTmlipxlJFpagQSmGEsdBggBg0JBaDAASUGKOFNQ4RgwzggXHHOlAACS5rrs00iQylIQWK3lNp2UAqoRiqWw1NAv6rG8U6M6nsPGF/z4EHkzu+eoNUwfesOLe9a9/9bm9APzq8M3fT7/r6s/u+eav39Es5Xmr59QKYjylrpyozf3HweXsstJqW8RSQfb8awEAcOFt1/6iO0Fg1Zbv94mpm5NM7mgcbX40tKHvpVIhRqHvCEJU31QCENUzMZyzXQA0rZ0Y3Ei7fqkiFVAUk1iaMYRmgohMEIAACYQoiBGOFQIQkkTkVMyALoAWCQhFSsS26Cn3Lgk7LFU75vQmyitp4raLBth8f7175SvZnRs/+bOh/+tIrr7n5/Y9Hx1wPt75gfyp+L2P93gjN98zdbU/8jTX5gqstYUd6ZOZpeJeUfypu3auZ4UJ/nh5avjp5jU3ui+87uuODFa9++2W4aQm1247vq1VPHqqWJ2BpqqmJIrSYTYG2dbwNPEx5ITVt9bcNrEjAH1TJRZjCVQUkEQiSiiDkPi6EkAxiECEMAASAYygDiMf6kpEJosiDXAYUhVq583IAoGRjsPLX7SAl09dzIWj52fz+QqamOvdOvV+EK65bN361N//5+Kba0t3nfxU46jzU/DS8xt/drJ51xM3oe2PsTTYDGb9vrn1SQC+s7bYEVbkzKg1PmUbv2j3Hvtj609nJ0dmw1VTD97yl3jVAbLu7KFaOX8pcwQKCAZ73GZgxbZnJoAu1W3PUoaCWxnvn/fqSEIDhji9JADmEjBIFUMMpwAAJQoEAA5LaMxVgpFgTLYSaoAAcZhwgBk0MIoAjmx9txn04UyPZ/Q6YXF5kfPV89LKJJnBgYGlg8/tlh/95qdeeOiH/znz6Tund9/xkee/Ofa/4IEnF3+36dSH71vx6lTTu7Xa8+zTUf2qVe5iz+xVg4259IJ3023N+y+ceX6gqEKj71TdmtXZ6+Yvf7exmN7bdfF1mWBjtHdF+6pidq5cj0SB9mhhZWmxOTA8FEaygesX9KqWGBRkh30bL0EJAKKAYAglJCrVNmBHM+Q0xjLnMTNWiGPKNc6BwbWASAMIphQh0jS9AHZf8eSOxble41gvq/BCW2KHNXWobzi/c9atX/XJ/9o2+8zpn78XXBoCA9aPJsobKv/bIfba+r2fP/jgMt/18qpLa04R0Hfyloo4cOPpRvOTv8tmTvdm3pCZHXhoevvZXMsA2bBSa+7wPNfVukvs5Y8seJPrbP1A1cfBQDNLF2Dv/Ab4erT1FNO3sjOxMnAj39TbWievwwhhIBTTmM4U5XoEkFJY54TFylKYAxfgGGhMAxwIDBUwgBIyjGModUPQCIQy23yk7wBNLZxxiKFQ28DKK+AilKesI8V2kLx6/vnvnv6rwvteOQOAM/TDR3puO3RVofXZOz644Zk/bviI//TlnfRUKW1Wc4tTh42X+YY1E7RpWcvm+9nMm5UEX+3YxUq33bAoMxN95aZW6lmLd5xCPbWn0kZ/1mLpuVjUwmg5PnDG6juapPHh100Dcs+EUiLiBVbeRMgRBHIUKaVrXAIEaGBCv8VlgAHGEgCMAFVQ6lBXNNQNoiGpAaq4J3VrSY00YE55Ey2mJbHKk+L2TpNMjroFfWxBnFgx+vdHN174/Rer/T/71shzOxc+92Z999Lmb+ZefeSOY9da+PgDTnfj+UbfaU+F26qtndTzcKHZrh5J30q+8jdv/cbjdPEfFg6owfL9VqGEntqIQpn97fo7zNwGuOHxZ5pK+ukcn2kD26e0lVQ4pVYKBBUWJ9xXLMWDpIRMhSOTASUVIoxiIhGkypMKYOQIhIkCTEAolcJBElkUNgMqIFZSKGFAHxTorMlrS109sWODmhRJ/ZVLjSKZ1RPAChw08zO/+Pm5N5sP/UHtfXCqbX/gmrmvf/GhtZeBX236y1dX3vnYzVlr6u/hVUP8zfbJASMauOayi/F8fMt45dg1V19sfeOjID9yfioCr44YwtVLM04S7Ru6eHR24kTqQh5Mh2EqXgApyRUPU4kfaHi5iViCMGF+mI0SEKFZTxDpJ0QpgIUSHCqIiAAQEIRRkCAkHQuARDhKSiK5KwCKhIIoIZIQgoGpWSqOY0wAjMuO1U6gYAgtZfINmSxU1xTL9ZcPBuD7r9zS9V8fW55c7vn6dV7LGFynvp17Y+7dT3zy5Xk4h88PyPR6MVI9YS9mT72+iXzq8qNR1ss/8dDGXz6+csuKu7/ovrxw89vdu4k9HeM4sGJ099WHe9ZwEsE4A/Q4Umae4FbaQkSjmnA0kAgDUNfUtKIOmE8CBBSCSgApAiY1aDI7EiALYqZxRpnJlc44igwGgZYoC7UxtxX1kAkI97J6i246kWqDMKeCpBvIpgCck9WTMBNXVk6lhzfP3P+hn199lc2M8/duWmMeM45uDD8BXnh86qvn8E/B9rkVcqE33VM5Xlpad2TzEe507n7E+7vnjvRl2albd7WPDlT//MZnts2dvqd01pg6k+Jirbtes+ynCyFvolmebUQF6jQqiBmgODdcZ57SFQREQU5VooUmQa40OdR8qYCiSCqoI6YFEioINKSYTImEY6UENBgVOoQ0oTpGHHqaimWbpqNaZzTTTQ2QN9LDXeVmEzMjDcg5SOe93km7bmcHv3DjkbVdA4vXry356z/uHr/u1Aff8pbCjf96+tjRNx3QsudpeOTixGm0PIDRS9cWV5LFj6UfLNpuY+5ku359+d5nrygI9KZ3mVPh1MLmwC3w6X2vvHKmd6oy075QBSKb9vj5CIViOIPyU3Fg5xTRqa+AljBKTGnoOvKR7imANSxiJUmCVGwCCNyAwUDKqqYEDyBhjiYMGWmQt6DK8RhyIBLHi/N4kbYvXXdZtmN2iZLOEHpEuJouk0yuu2r32/MPnNb+7T92vef/vf6jn25+XHtqYGj/yJ8Pg8PQXdHTMbtmNWqd7ewo9rTWd/QdIl8pA1B+/ru16qMyHht9y8ePrtG6rlxdyp96rn/30wc6vXlXd8pDNXfmwFPZOcjTfbR/LCR6F8jZWquZ6LlCyYj1SAoSJoh0SRHHzTgNkeRSUcWFQaQmJUHCs2MNyghIDIm0I0kipTygEoUgsEWsGgjZbU1xX9qMBEDL/sKiYIeyLnZAhTItJ2gUleXiXd7Cqg1d1yzWu4wvDhWH4SN3f898fs3IX77+dRLie284b16Z2ihG1s++1Jq6oWyet7d87z3Tc33HNcdIRMeTV97zaefrM6b+6yvTYyMPnAW7PC+zfn66v3PVpfN94fFRq6qhCkwoSdmHdGk2HK0JgwBrGbvBCFKRrCVCS2Dga0wTCiVKk4nKuVoMERVQAapHOdFQACGBKYiwkDrERMiOWmhj1DJcJwLM4rYZMTPH1IC3tNwVFRfbNmdGnNJlpDq1ubjbWHPNBLr3w8fP/fsbB+Dgi6B/DFe01FR3GDd3zaVvWvOBt/563dzc2qv/tGc/MjY8WVhYY5j8xUImddRZO7qePzs5RgeGX9u6/3USFTL1TNXKChISfHQ0IgtO2c9lat3UOFlqQr2pUnroaYpBmKlaMbeYojIAGCsATE8SCQA0hRAKIYwI1aIALtVNqQCnwOcmSFGcGCSEQVwMSERCHCpmhyo204PpmsTzEzuvFUYgelLK8XOaz3l2PnF6iBEdXXjp6fOZG94I+qyNn7uxN95ROrNjZTBVfOtszX3thtQDhZOrx1bN7Xwhf6cd3HJ9QY8Xmna8dGZN72J+39+88a1s0a0PzbR2p7ZzdXkD5xe6YaWdSp+LwKasYRZKom1j3WW8wogeC8NhFk63DS5BIgGMMSJQ4BgKyJFCiBlYlwhwCDVFdIRkQDWTQIxEyBsIEzfSgRrMpYIACmDSgrA0ayqZYe5eS2aePe0rJIMEKVhMVEAbykVleU8w3PE3d1uX/ukgaIRBquKJM8W9P/rs3jeM72GV2TNvvmHHP28WPd3B2Rj+duZ8rK2tF0mTh9eOkNFbnuh6EC0td1TDSyVv3dXGG+IlO14c3B9/8Gyw+Qo5f27JRyR25LlpMwV8IxW0JVSanZgqj6CBJaICCx0mKNRbSkoulZFuQx0igiDXFGKJQ6CKuaAMKY3gJEJF4LOWWXejAtdUGMe6CkVWA75+rNEVMthV0A0aYqhfjDUENRiXeuXz6tHo4dwtXZ8znr917b/8tja7a+3VP/iH0uz19It7Lstoy+6tyVVvfg2UZ3CZhyB44gKYxmMrc/s3sFWGOvIf5I8n5fLsEPqnS68UvPgQrY2cdPHFbSuDV1HWi/pW5vwQ6FrUygMQ0kGfeTXbMlO+TjlTKGQMC6FRXTM0ZSMsVQPFbYAE5jhCSLMDJRRIuEd1gwOAOK9Agsiiq/QajyBGCWMaCqf9+uYZfsiVXbPYQymrMxMnI8Tu6LP5qVYvuR49m1/61IUXZr+xf8dXrlo7vjprHf3Hl4eerzTC/A3R3ku/vKvw41sfqAG71+LvmxafXLlsvjJrGhp77vlVl19273/uPstHj7Vdp2vxeTjCB0bYXcUTbvdr5lJSNMLl5qIH40Ci+TSmYBICI6rFWosADWgmsJAJEs4iIIBECQBK4AQSiEAkVRBBM7QNakKsqxjGQgBoUkNHMUcCxwrbhOg0k0aFt6xN4ZMxwCW9nSnnzKbnRqlMXbLZeRfj1PGNL6+0lobN890LA9U/req/eGmyo29pxtw8rdaF+h/0Qzdrd1TwjsH39RlbW1t/2c/BmcGFa29Zv/llPfeuWTe94H/2TyOTtX1/YlU/3hPcKP6PPNVu1v/DCpNLdmrRqOFM3Q1EAFO+QRyYZKCMl3mihbQEwyiKdUSgwmaMADSwkhSiSCEIgG1Q6ht5CQJNmiQXEZweyZpSNHkat3SEibQQZKFBsP+701GHzjqGWWqaDo50oGwUJyDlmjnUp6+7bujAexej5ROaduIdGbv772yw7rHi2fe/+5ePN2vXissHGC3pH6fT2vGfrQp/5BTGj6/96eJS7cTrt68qNP71Z3P9JF37t0fYvpaX/w3dtfVY+xn6iYF3878dLyQ7tNunZ8zJRG+iOCYMLGltw+026xRrURQvC8GQ6RgIAQWgRYBQwqdIdiFOERIKtSNFpFoWQBGCuA+AnWCprJSlPG6YQFMAA6ZpDeS0TUuvt3smB8Bgv0FOOoDnURzMI9+tkdA9vanzpHbZ3EjTWPH+mZXgusfSyHuo8ye1dfvGrnnyvctXGni489WfoM7POY+/AaYPnfYlzqyze+GORy+4b/npbavfcfXv1Y9e20l37vlAftrp7CqiX7Zf2T99PgxfNPYnQFHGpUO0QBqUoIjPiCSRvowTTSCRgLTGEyhM3U0gBBiGVM0pQyCkoHIgbMkUpARJHiGGcAa0unLAFqZgcTGKOCoHVJqEtyQXkNLZ0ca43y/qQUt65Qh378pboCNKrfibXcGp6vNg4squmfj4q81ttHw8d3rbkfRPugbvfopefnZihf7/WviWk99tf2zf6Ljet3vLQn65nXr34UulHdd94kd/fdeDlb1ptcSu2OGMjCmHGvnO5PDXfiHGpSb0dATTq/Jjbd00dK6Gxm2FlGHZRjcmMgsEiatBylAghEgRgQQmQAoUOAZEOkkklshugVTbAAokBtcYAiqTJKEe01yZOm1T8IRo2aWc5syFtuEgbugVJZDTFmnsGy0o9DB1Zy96sv7OHyQdd/ypBjOreuWGI39802JP+a3Pip1MbDn181ZpcNsvx277n8vq06y+8/Xa4A5tqufp7j/c/wMzlLN99xwAU5XJu89Ud+whDxd3j93c+EZ7slLhaxMyYTUV05XZsMbPFhe4ESC7TjM+SQxcS7ma6Xg48aUGJNckwokEgCqESKikjiCLdSUcLKgREZ4knJgwhpSyUEVaiLhDVVvFoMMAvKq4SfKDBbMVbHEWotFMISqOcqEv0yBDeBxru/7eeKaja+pP82y7Vt9kT37jtt/601fcN/DHH13M3fuenTKeePDp8K7a109uYaRrg1hi94kX8me+9GJ6utEcufbY3j2pX6+3B96g/fZD/5J77acfPCBeq3X9rT4TQBX05LWejvaQVYXzuUQCvWkzLRMwZvV4BPsLoetrSEFKkeQRodBkjMUhIBRAjDBMMEhT4cUASyxNJaAiIdGYXUeWVwo9QmKaLSNYCNKMJkEmXNHon5y1DMwBiPNMjE9wkg6Djcbm/A+/84+4fyGcsTOp7v93+PSWf2yQsXcfRrd9JeOTrLW04Rvvsi5/+epLc89lP7/cfmXoobDDmtasQm/Pvsra2Z3Hj9499tqW5zq9P9775Lw5eEKbH9jz662Tl5/jpDI9erHbOjq+IIpoaU2rexZVEFZaWuf2ZAycQEmFiGLSEBwlAOqSIwgBURIaSiIlTBO1mYF96ChIAgEl5E7CJRAWRiikhFMPyHSpzTCICCvNDwSkOh5U0wiNvLC7OmH51K4M/jD7sXuOH1QV9LdPuY2f//M7j5QG9jz11CsbLHXubUnlqfU7kep49u19B0X3Z4ceWdc1epSP9nkvZ8wOr2egdewN5+PNP93ddbphaPLWUxfdjSdzLzZ78MCEvzWeXuy5arLJQJByI+LSbCvdTEyWg1GOVNPLuUXoNAymUS6FlFhKACERigCMQwh1hpFUlJpJJIDp65FmtnUBVGIrBhUmuDgFNSAp8nFaJFGfF4y1NNB1tq1ZK49sPBmrbctqCaZtERbXzQxPnOhIL+qD86ZfcrxbUqzr1Sc2mhqzxw+teDz1lhX7//WFlV2n7n+WfPzR3OM7nwO9vcv1vunIMq964V3NQW37v17x6r7PPdX7eKHz2JzTgWd6K2a5oFyKJCkP9fQ9LFWuRrGIiMo3YwsbATGyzSrlSOOxznQfAgkF5YIIgAACTtNCSOjKlICpRowpSXBCoWfGkpmaYgpLG6ys6xrmWrcisAFxNmDZadpGR1fmSsH5VbpnwZMVviaXOAH8u+H+Z7tvwA5OJpuhQT+a2/iG9x20HLqplnnoiWDbP89NfLgE4Nm5/X8Mu9557ud9j6/ufMc9A7V5Le+kH649+768HPzW3unr/n3whvb6vj0aqPAVrj9DFi2az7zfHU23ZlP9jm6ino4ihUsSdFueSvKzLYlgLHEmglARgqDWgZDCFoAChFaJI0PAEAENGDqwHYQBcWSUhzhiFFIFsJrDkMV6/6xQsS2lj4EYMbLZrjnrstxA5mhpXQoNhosc+t3XvSceov6W/lt0ks+Zv+nr28N+2/3No/xIfOX+gg6feuDa8+c+Bvas6tn2ldKxPzh/rtSmG18++Zo11RivHtv2xeBHvPO794+cmQ7d790BT9cNqIfHmsrU0pe86szPL5ut1XimndR6hsK2AIGmW+05LdQuQan5EvlxzUxji0Mg0pGiGpIIOynFFjIoKTmc6jY0lZXECSSCFBFXAucUBQmMs9h3KOTzCqSo3p13eFGrwxRqDGpP7gpO9246lBTWRqtdRFvmGyfqS9WHp+8zOwTKfOQfHvribSvufah39fvY7IrLW+qg6G5qAMx2oY23z1y1Mz3o7f6c1f8XWu8Gyysuf/E/Z35w6umDp9evurRy9OwoLx83kxvanf1jSjJRcAc3vNbbSPR0viu75IUh42sA6/YylCQAqlhXGAsceDEjCbV0RRKpEuy4TIOiAS0qVUQsjQa0hQvLKptbsFzkaUQpAaGpoN5SMSUCC6J0keckgXFx76HGlGHYo0dLftNCwHC1IgfuyNi62mxmvtng7Yq1dez4S0/8uSrm3tO8/MFJculm2POL9q+3AfX74rXvf/3uf3x64n+sudSWkzVuF4DTPdHObCleiC9Z/I1L3tKaJam/NHI4r83p2RbcdFxTuWJloSPrj5TncvXYaDveAJuXusNQKxUqTNoIpOOExgraUIEmkYAAK1Qlz0fClbFCUdNN/FS8QIl9QVMWxEoyUyESyFRWUapFgFBdG1QYs6Rs7nnsbk3XtrQXehrUEBoK0Wq/fFnHijWPRA1xhGrX77m5EGZe2v3nA6s+tYG+t3tp7MQHD5Rgwu4/BWbfci2ofWTNl/+4xb29zzqSJWvk8kU1XdNRgpzXxUy658Nv8M5P8ClzTQfp1PS2To4AKmJtfKTEFqbPL8cuaMURXmK2InWzkYEZM5FEah7IxYqkBI48yCGCKFCqGWtI2aGQAChSzLgowzu7UtmUa0sTkJiaiS5SAdA6VCYTxTDlQld0g1XGL1Lf7niHnhmPnLbbbtdacbgA8dHLqs6P/107mC/kBlYe3bC+cHDsIfuru99YWFybn9jy7Y1izdvDr38eDMgfPdwHLrtUXlPYr6eM5D2r12cHG/Horo7aUW6Djju//ckffqAvPztrHb62cjTdTJiwV1RHotPWinRDY0ZnM72zYPelchzkc7TiILOiy1hRxZmXUVrMfaiwDqBMAKSMRdDQjSZKpCWh6Rnpshl2pf1mwvRE2ggHYa/RTHxFoWLAMuK46CYp2hZD8xisZnrHkRD4HGohcUJBrl9AlS//eXbGIFAhY/PzN/78Rvrru7/0pnFtuzqeWl398pcvVl9/9/6+g7/YvblkzRlTna1yV8dER2xfSgUDS7uWEtK3eGi8y95e+LfhN9+/fEfquyoVtTVpCi9xUpugss7Nv/t/SYdsQkY49c1YFL2AyGybMyoAyUjWzinGJUOaTIjQFDcVSljTYFIXDHs0Ckpaxm1IgVfnMqvzbZ5HHOgRBpoOMmbgSSozCBl6/0LPrnu2vt2q1YaEBglnKYDodmy1PlNZXzRbw/m5gU1RavzNh64D//kfV13yHnssri72fulfuqb7/ubaxqB8/tOTH2nXd9Pha/3YHRvWgYyWgkMdYsYYKBjppcceXtX49tTymUoe6X7KLXA4Zq0aPLEC3dza+iNNNSKVsnQnjyQFNi45hgCQKGTJIKGaZA4RGHEJJYmJ4wcQajwXBgQA3RKRHUtAuhaEnWSQNm3t3vn9zKLBhZvCEDULOAl6pikgw5OdQbYYLevZ00PLdctknlNaGJjeBIa+87ENkwvsPF4hu05tqb6q8C20+1c7PiLUl4dHfv3DP9OFI+9pX/YG8Gzy+Y520rCKzmIokukVdCHaNkfjux7vOb+htza1e+5wqjYWz5bHEV9e27ykdJjeUsNv1H961FyVnFd9fkul6lk3bS+kh6tzeT+xqgCnIw6EbjVyLJRSYKEBhCOEENWtBsOEAdiKJIA4VWhSzkXTc7Gy7xst+wnxsj6J9YGKYRAsBwA934mHmkeX9swRB/o5mhIILAzPlTRrxTU3O5vR+dX46Ixz23LH20e6iPOPfZd96dHnb+45c/tTm7vOsKs6Ht8Hrjl5dbApv6bzzV6O1Zs3rmlkZMPWo5+uXn2jvTxaV6U9qU/MLRft0G+EwbydF+2Fi86Zka3HS5l7jthaJUOingEGYGgjXlWLXpxQ2wikJlTEVCuIlSRAw1CHukyQkIkhJRswSYemfDN2BWlwBXAYJ/7+5Vlu0zAnSKBMF3qRNp2v9IGOwvYTkKYr9xxHdSuG3HLc4DxtbCHHt4V9axqlU6Oje377iJ1aHl1R/Stw+/3HLn35scubm25tVPZ86//UmR//5vSmV/9VoKf8+wunslbhaLvcfZ07qr/jH55qNq5sP8KeePXjL3yt1p534lR18Jiqx9zoLx9af98mUGz+otfPXQnWlRqztNNSYWF1xJStmnaSQFM3DRRncJFAKpEVKtxhYIhARCQEqAIIQimtnbGbyipJpbqjHE5IXRoJ9ZEEsiHMhtWRM5kXqS2t60fXram/mhE1nvXqsUtxB4F/Gns+uzz5jSwT5xcf7Gj9JdsIK0fvO5fdXoh3vPXLS1/499k3nu1qfcfe9Nq5+l+ttDZv6fJznSdbeWP6psmLa1f6r733Y0vt6lsuT1ZNf/YPvem1G9NhA9RIBDxmz6LMwLbHeolcEGrmeO2453bj+WZHl3pBy4KE5tpSxVgpABx9sCWQxDDSuD+XIAI1oTEsgEiHIB2kIkaKiZvwDIos6AnJHGb6wGApV6fF+Ob7aUeTc56qjJhNkOTM02JoWkgPWBm6iLvK//X593/6o0M/o2uPrUYHT340vXr9L6ea2u4fr/rwo1c/AhYKzk0v94Lx8yduffP/aO3j27IPr1q0Tr37R+HmI8R8Z1B/ua97MXsEbm70R1PapbFLKZdzw9cipEyAeP9udrLdChLNd1KJ9NIqdrLlRIjEaYNSldhVAwMtQVnYiBkwuBQAgXQsIE57iCMnzjdyURtBTFUkEJVIF0JqEfFtQXsnRYa7XebiVQcLzdggI+bJ1cuFyrrkmRUsngmt3GKxyx1+VV/XnC3cMQumr5jIP/HGyclrdnXf9LvHx+srTpw8+oUfV1ZPmG99cTD7o9PqP8Wey/54n71qos+bHsN7frKinZpKFje7W/3c8dJcLM3knet++aow2ioPqk6z6BlNXaulx+38IVbHpp+mbQUsDkAjSzGvQKRHWue0JnWBAKdChgggIDEKrQgCSJRmeBSQBJqkrYdY9zUYGbEVI0A9QAyZYI6QbngdVz2//rjmLKvRU+EKMZ023ZynIq3jQqwxzYiySIlmQeofvLTsafnG+l+JdVcsl7705/tPpXueTHfhFU8Vr77rQ3ue+Y9tAwcfrjniVBaeDWsoHvvQvRPAHRk611vV7fXPrj+07cBweoP5ykKQFm2/fzqBiS5ioCPd/L97/2zsPJwYjQwOPJC154CGYEAFRYFm+EzTmcLCZAGgDCCJAVcQAaSQaIKEJQRw3M1xHNgJIxHyWIxdm/AgRiKPpF8H0ZPlQ70hZ948vU5vvM3asnIzdLLZSkIy1DYLgavCUesq8ctTL50ZvtKojdDTI5sS8Pjblrqv/5vgmu88uK153HtXV+dLE08//On25LmsX3vjwEY9U7+v7YxmxIHPHyZj7eN7D65I9Myxl38007uz0W4Fk47iKJEABAlPLib2ilM2osw2fGiIWo6qWApBsMslIoahlOIASQ0xDQrIOLSxEhADIxEKGURoKu2jpillpEUEaizfRIxwgJUeoWJbxSlzeLm8e5+CRnF88Oy52tqz67f9zKpj2tb1rskOVteHiie+iX65fMeWP58YSL28eVOvAz9nRhqdvm7FptOLD228+txLXbvwPRtB+r/mX+kb+olV/fozr6PVG34bDLLu234/lx+gF6dvqJ+LOuOLhVWjj7VZgUkWEVc3c7OrdjZW/2CQTKTbnsaUotKwwlYGSuKhUGCZaxQjEVo5HvpKYI4gUBhLLYQEI04E0ZgOZKzFhtE0fQSgYhBoeoQlTKjG+Nhs3jXqmqAOTFLUT6+fz4ppyBa3ndKXlAZp1N3IWnBp6w13HnnqXOcluerihw7IfGv530bQtt5WOnfL0Y1v+czn3zdtf/eb6z/mf36y/Jb5c040QwcP7146Oz4nCrC8Ud+/vmt1/z/2+bueF0u9S1c2zmJbVFJWqAs/RClt+/4xl7V9TLN8RmZ1TyRct+X4edTWnQYOlMNo7GSY73ECEsqxHlDKGUKIQwa4G3ttDBII/RQ0BNEBMXUR9QgeAZBYpGK0VfdgURvQlUsWzcYr08HE5PLOQnFII2nbVOac7TZEsX3gPZ8+dVn7RuOJzB+TffMfpl//L/Au4DVZduVfJs/87ZvA2g0+dQ7fdWfzsY6V1a1Obtk8s3mw3WmH+XRD37s01+r8jplMXkn03q7ldkYXDEIGWwE2IbX2idJ7YZwLd2UiZx2Dhk0tUNdaCFhhFWuUUqglsUgSW3KuKShCW0pBEJcGNgQ1NWAERrqkNFkiGkUIE6HBJa7bUCEzH3a5qSrzoiVttHcY2ZHlLVWtrNtIptMODKKMzSsgnLg4bry7d+X4fyT2LU629+o9L11VvfrTp2faof7Pv3vvrZ/4Scs+8eHDM29Z/vJXrn6bXAS/WYzPa/wsTuYG59zrLY4bE953ywCDUss63NFdwOay3huwdgb4WDNT7/23xr31NM8sxRhMaQ4ONZyGiQBEJynWSmTLdknObRCpQYyZoRNEORDQREpAACOQS5SBAxyBbFNII8FahBikqSROSr1iLrLiKN0bMYRa0tcydg/uaM5nLsSlZrasNfJVS5PZGaf9jsXp0187N886j98+sfblK+/68yNXBNOE4WTnC+ktfWcufPXesd9vOZ6ZM+pquHpu7enrKovVtHAu7JgZdl7d6pUHrJc1L7/mQnP7prU/qOILmIi8GxYYtHkeBHtOR1U6NLmrfYap7oV024xxEkVUUpcKWAhBhCHG2XkFFMdYalEeeohwasQR5FgPrVhFQKTrVWjQRDMDHQHNyM/QNflXJR+Z76+5lepo5MUa2ChmzyZBV9dpvR9XJ20kW3mzJjrgurnJefCO69Pz/Ru85z+78lFgHfz6javGtdnQtd63ZI4dWji65ecb4jRd71Wsw+lrj2ZfvHLNhTMeWeO0J/ded9dBr/fRdclk4cgehu9rdfbUhhfl8ALpqgKjQdodrYMFGQwsxUGjuETqHQ3gaS2dEKI5XOcIdpYNpiX2gt1AChgSWxyIxEA68xlAREXEtJiMaWSlU6wVI2JKW4nWEqVzByR2lmLfLyEQcN9t2wtBEucHkoXNjeQIGnJAAahIHziVObJ8Nin/1V1t86P73vbOF4Z3rX7Rn/7F6LKlReHp7/0g/g4Ofty66obB62ZPncvOwtWTwyDueWlnSXNmT3R52ZtOn07Hy6cU6h96evnIHhVPzNUK6XkW+DpKCF53zVX6/IzfJO7BajXj0XIL4GUjDpAJ69K0oWiXmGp3ttcZWShRyOKmUCJjI6iUhApjItpQAiSiWEmBdehFK2o4rYtQJlipkTR0WWSkZ9tGCcDyTCXkS7G61DmeRRQX9CysML3Tj2+KL7vie7t7x2+03/nC4b3D7o9vuvCeb61fe28m3XPrzl/FPAwn1dHzaxd716XWGhMrpxR6BP55prex0XC1Y197CDz7M3cF21xr2HPDB4oxNMBcAHgujk3cGKpV9nXc0+xKdZUK1fZFPCcB9HLYUhz2qqQKYtd3kxyyxLKLNAsBQEiqxjUXIqgLREJhkJzwOEAJkJTEhIQmlhqTScYFYb44pyG70e5TbRrS3KIWUd4hPBsMdsdTYDEVJFHBaChYkNW//HH/qu7t4cE7T/6k+denBkunb7llx9uj6YdTadSUcvzCFa3XTGAS1Xdm6OTAmff+sjSnc5IJBucsO8yh2vrcn416YZUo5l9Bs8oS+bjBRqq+5pqBdtvBObMYOYWDhQhYrgEj2+dCyzbp0NlUaMkw1KQJlBaCTi/kPjJQTIMMRYRiHicYAS2K7BICDlQqYioyAsuQOFCtCBH3kuxWdTDMPR5nI1xUNElznUcEvRi05hLRkrZe60kZndHKv/rkyFdKpx5IX/mRazPfSj8ye/KbnwCP3+4M5i7yUUmWmy/gjd2bVrPFmaXlDfVRf0y73sllTX7pjkyz/frFleH5gjVAhisXn3PF9v4+81wYUidwMEyntAP+gLnSUlHeiPXA4RDLrJQoxNY5lqimnthdegSygTZUMJEkCOalLBICcSoSAipcANKqCYQEig0YKSQ1oXItoJTMedBuy6zsO6UnWTflAm5IlotdLTH5RredtABYsRCkUNKxBK4685PhZ7OetTn69UMtuarj+f7icrrDXd960L+s0fHBzzjup6JvbvFa1pbzE3Tt/FTOCSvDFwxeGmk2WZDberAu2iPl0uYTrQ7Hpa5VrljtNGCJ5ZmF1p59ANOrL+EjKqGQkHiw5icOVzGQeqAzmbPKENpxuqZrScS5zYGyJYcIUMoUM6QDQpvANgMyldDIcS3P6r4odGYkJBMCaWOPxVRQwQtebEUAKSNMeohaNtDYqY6ybZalDlXpLX0f/crq9L7pYvbPK48PsfmkY9X08DN9K3t+JGUxw7Y98YFvX5WeTa38nYKxcmRN7jrBGl1a2N4onAV9ciRnzpKZjp2HHffqfPn0ZAREjKEWmT3zuWbxAu2rjl5cU6tpZtB0BqtggQgkLI8wAHQFJE+7ljTKGlGeHlNkBwoJQiTyEUFchhK1MirnCejEbt4BqjuZB101WoA15OdD1eBGpGuuHYUhDEwG9VCaXEYmi4/orc5FZurpwkTrhe537Ye3L0w894b42ZUzo1cMXrpQ2n32goiNaGCcnp1f/Y2et013v/Bswe1x+VI6Bc/GeAxfuDlzVL3rf4Z6e05PojaJL33gce1ApuyC+gCLOtmU7bVyS93RLdMX5Xkrn27VjSBdll2X9FRS14nB0i6IBTJChAcXQ4gVshhWQo+AFIihmBoYASgl6NAUMwxWi2RoCllt+bDOWbygRaZBV6SgTxOhIrA3ZVCa0MTUU61mFOilTt1o6KpndW0mJplXP6O1Xsv7a7evXdf5zpm5/Z9P1bpa13/hnpv5b7+VNI+zroFjNxZX7H77wMyVwKDLeDmpVxvwlfWOfhQ5ew80hFXbAKOzrYuBzA5mRpJ2qpIumqaWJJaxNEuN0RVTJ13STqIx15TZspfRoSmTnnXDWhGnVCG0BMAqxkSXdgNIgqHJDQgjRQDx6Qhpx5RBJmhspmthbPgZaNQGMnNAaW4EIAel9CIPDTOJNexbBtWKEE6pgIS9oSAsLTjYUIhzZ3pO87R79UzmKvcXxebO1N6fFacHluKwGJ5ad8XhM3uM58NPzv1Prh50ZPCsrQI9cLYM/rnTHjV7fn2pG4O67r/p4LlSxRz29eJRTxk4RPpoO1suJuZFLexwFwubDgYpjcdp1wkLURDHpa4pBc0eoE/FAXdiDpTCmZakJEIJYCLmiscB1IIaoJCOJTrSnSmXGSID4jAdzQaxTDxkpoCOatBMmTEDMJRR4NXLmXOioaTpOqHVEZl9W+b66eP1fRydyfxoaP573062ZdThH1ysLJ3dXTt5cmr51P9mKhNP3575wtJIsjqVuEuhq20RgXMiiDquOHr6UTXuqpne9QMvnqAaXsdqyQFimgbvIJmh0myeN+byeliOdFjpzkspuUk4bOkM6DAoMgwvJXVSpESYBEAEAgk6oIIalgBLBrnOBQUlp2GV2r7TbHGie9RqW6afrqUYS/mhE9ixyYXhmZqnoKBSDxzW4VkL+TZGLOcj2V7dU6N3feVtp8qTY5Kad357hWlH+UN6hzaXWxqZq+x8bRvE53L5C1PjS6S+Vp9mtdHS2dAuaW6P6yTX7Xnr+nZPo8sKJxdx2q/0zhV2PCtFMWqMLGeTgOKskDO7F+tGgt2B6T46y1DeaMWhAVOejAnXaKRxGBrSaBGYquvS8CBHAmg6BpTqABI7xax85pM5r1XLYs50negs1dssBCKJsK40F/hRnhmiHRFLgVyoMv2oh+mUUE0LtrTaheqZ3Z3Wj5+e0nbS4Iq+r7476jM3y5uu+L69qTF8tSgd3PDMLe/737eToevFm7Na+nAq3JY/PAyp145BaZ7teNUktuicHzvQFkGzcFlPHjyF0rorTJ5ZrQ+MD43lh4bpSNp06iAwkobiNvB42pRJxguxuZHZyEkD3UBtRyhPSeJDXUJdQYwYJyDRBc25ONfWuAs4kKlYOFRgFuRFW1eBAZIEAWJKADHGdR0HKSFJWMrOaIPTmfRMGkQRyubzG/YNTi3rVrW0a1/29sn91xVevrI+e0m/03p6olbpViJJcgnpPCd3vrpuNjFUw2jnbj12Po/H9vXmplPW+U2J2vG8cQqay12XL7zWG4IAWSEzSuXBC4W+c4Gex5QvAJVpCJSfcQTvkBpswkhD3pWHGV23vAB5Fs5ptm8lmLaBgogSISVWQBApUpkWgco0lrniOhQ5rrivS6AABDLRJFBUERxCg3NFNM4IyOphEqfamtp8FgLVMrM6aWtJoSBe7dXXXfNd4m087Qj/zudrN9zxdPniy9n0ig5x67lfMtA9J5sUZYXaeDArWwThvt5WehlVtpjh6TWzjdK+yCnGWw/qHbNYNQ0gZEmtcPXDmfpgaIuG7wAVhw4MTS2rpKzmIimkwjbMNRYNqgcuUUCYPAFmiKgiDqIQI8wtQ/ia8gv1GmOJrkwSm64mhAWFAAhQAjnGIIIpxEWkUKIBQeIgK0yoInIqlxXrC6uyQt97z3il2bl6WTwy/6mZ9NPXlGjm5+8rrv+XfGXLWxo3rfC6UuZdylsMshmOom3gQo8yL+tY2z9vrHh24sLA6X2N+tyYdxSv7Aj0c1oy0WqwtSgsqkhOsdW5rYas6vlmOsi2LBNHXRA3wrbSq8tRJEzsaNqCSqTbVoBrxAPADCkSPOYS8ARA0lZZQLE9Y3qMwDDxstRNRxncglgEnGOTwhgxEGoZZNJ+ZAjCgW0IxQSGcaG52P2cde5oazbz00qSvB7l1nfMLnUocmxxT/X9t/Q86T2x6ePXjj/xnd5Nt9i/SmCqNBsXiV7tU6013lz5aCDPum+OqVeF/pqlbiNnxWyTP9ciuXyWnudwnjesgdKLYDo9hucXU053F606RaMu9TwiIFEk9KMGG2rNEoGlBlFIBFAI+lwhAUVkMUhjiBzc0qJQ6p4AChu61ZaJp4cBTBS2GJJ+rHBLItliJCKLfsvToV+vuX6QhDK85Me8q8KcwJ0qnt00j0faF7dO6oX61v3JK5E+6ah3TB746VeWvTujn38oyd94R67ptMLh3d58TE71zGvGrE5fO7HXqzbmyheLL63M4A70yjrLx22gouFcNte5yb5UX1p5MfMCyEqoRye4Hl+gUKQBUbFEhtJBEh5LQoZ4O4SWrhjTQsOgMdQkFRTJCGCkNE6kwIJBRThVBhQ838KhUpBoHCdA9yVNdKHyDCQxLrUkM6EVBRaHBnFzbOA8pUZPuedL/3ZADlzxIE662le8nCAdOnM3g1OqOz3w267us7mtrYnJjHzp7p33p8s3nCN4JloVzVv6pe1rK2eyE2RoYUWtMXSmlUF+55zjFZZxIWzkpC1uzz17EY8ttnQs/AwU9oIBfYJWl/Ukd66QJK5gfRW945IGoUeAHgIEMYOSIyyZYSYBkRKkEk0DMkiEJMRQWPiRExBOIFLES3woLQUp4QqngRunsg0fGInyJIRKi5fCKAjWODvcw8J6cOs1Q+zp7OhgbceBcHCLMmjHvn2N1nXhNLlx0D6171zPv7yhdnfx0Xes7n0q1bDewit2oZjpSMtWGm/IT7qyVXZZKXSIgnkNm0zgDJabi8MH495iuSXCroa22LJbZnplBrATXBWOJdSQgpSMNGt36IFvKyCJrpBkDBlIGQR4lEgN87ZGAMVYwxggCogAuJcFQEilODVxAlo03QEBpUsuQkkMbcApJJEBUkn3GAQ8uLB4JpXnU/f+dUfYyx0OUnJ1xE/aixdvu3bMNI93qk88OfdXqFY/8on3f6h6/Dr0ete6o/rrz1nmeRGAveeP1t7YWCKmz5LhnI1z9VgVwwCXHNjnmqlX+Xdu6iy3W9Z4kXVwM2xKZgS7YWe6o3awQ28uOkZ3nMRUBS5NxxgCAPRIKCAlShSAAAKbY4UiriJGlcKYSODkBrNVbsSQEMBNrCBOaLRgokgE0NI0LC0NhtApaYBqEQd6XzvsB85Qpaf4nqltw59bT04ozTFqqr6VvrT4+G70/MbmygY52Zeof79/7upXHzXv2nViQYTpU/5iYXqgOZMOzp9v+mF79fZryws7yy7SxkMj25wzE2QusJ1y/WuvWd2NcE5m+raIjI7GROVFp96YcPIscrJtlYgai4VH000axlRTgirdlAgijTkcxAoziJCVhMBIcm1IgSot2SzEQthSKZ5uY6EgsiIEQWTEFGCRwTzgaZ4JtWZBcoCUTHqXUEpf83R6SI8HOl9pF7nyvIxVSfyOX78n1/fwe5/07uTylUu75m6wDm6Tr6TOU3smf6a3XEDZa55Jv/crPFvlXeqGg0Y5Wns8uGO/7Z82lK365kWQGlwyR46vH/L888h3Fjh1tK7ZioeFkwcrX3GGp+sGxL3zLBC5BszEICAQIAaNCGIdsmxLQEEQsWoExRgWPElM6MwaPNS4xAACCIW0AyS1mOjMDKhZhzmc8QIPUELNENnAsxmtmzmZXSaZyTXFxRHjqU40Ss7XJcu11TtL2T/3nqwYt3F135YL790X6nTWPN3RtxC40N82019r6unOCTu9fOXE5ObrHmpGuBYMN5c3uO1A+rkOSGfNMed0uludMEB+EQ3O1oaqkvU3ZlKpJZOnqqS77zCn4wu2G8c4oQmShDDMIJYJMrUIeUKgDFGqjRQ3kcW4gpFXs1UCBIZCAam4oXOEJUynYJJdCxlOBZVLDWkRGY80ZKrLt0rIYG6c6qjlL+nVxJ8+WZjHrzySjKbeNCdz5/0L/JfD77rxiuX51L7g4S2HDp4CQTM6ONUy+y8X5klKkvXTjYWzmaMnrkXPn1PnWZda6i2e9WqBXL1xYfJE8aqxU5WFw4/XdD+r0IyuTTHmgYVc2EQE1lBfcCRAWMFIScsGRCkloEYNoCBFPrARIJS5CDJNWDSQsU9VHKZCL8SISgIBk0L3ucICMOZG+nziiZWpAoJGKRUlKy906+SQWhM57viwfmqyODW0drw6Pb+0oE/qWe/y+LH09R3P8b+Uf3fhYOYX00nSNXisdn15cmm5ExEFm3MnjobrzltyYt4m6NJsbmKy6Ezo1RNW5ZDqghw7C6cppj3w2HqaVjcWLSwXovJUU+YkmcUUSljkGcNuR7QnPtNedEnkwghJpAVRGCMFAaQYaLEEGpOy6AllAwVjrCIz0mQMNIkgFybHSgmkK99wYqU3EWZ2TuKl/gqJI2CL1LIRFZFlefV87A40RluZrrMSMDdrxouFvgNFFG1cu0ZcWNl+YvtpEE22e06++wVr+5/623a5e3HlLENtKW+sHFttH1s7t3KWJNNEsDSQpIxSvuGDVGaxM7VyuV5fvTA76MNUK+3mwdmisWgo5qcju5qONpwJNWkh7qU8YUbI8QQkWHEMZYJUigKbqoQB06PAkaNMz3WozoSYzNSglJzoGpOAY5505gAzzNACqscgfm8G0ihtEoKrKUeTRf1s22wOjGA6k1JzPR8jqZX1U3OUSTOH3FP798m+c1cuLe7ce1XpZ072+K19bx2ry4UdIyN9BlxYf9nAQjY8lQovDWgdMc8TimQIUsUh3QDbumlfjtPcqN86vWTqunAjV7k9Xd54LieQacXNQsSnVVqjVn9seJJwwwxsTAFHQMYSI5gUENAk1kjI7FwKLeSMsJ5jkDLFmCICUsodrAhCGMjYThKclGCIGt3zOEpM16eJbmsRsScKWUt0V6ZQKCY9eNWj+nJloHf16tFmslRzyOn+n29cY66aaJ6fv/D2s5vap+wZo51et++l4GRteO2ItX3o1d6h87SUHouWY8yJgZKuTKXWzDSn1do29KdPbrpsPOxnS7zSlVlk4TTWDgUVI9GidKmBgLIDBYJFm9sE8xhYkVRYSKigAAhhpoexoWCi6TqPhgltGKpFsYoxQEhiFSVxFBLOHBVywHRDK8G8gzLlLJEOUlkIWOJw1Eif0+DqDk7I5up4+fxjx9X49VVr4eD52Q92jtnV7tyV366uvmPlfYcOjP860+Ir5vafUeDc2BbzIsP22f1fyucby8KeufDQ/q1SqOpAOw/8PcX++rBnHyuz0sarr96yeLUNYD+tg2tAyhvJOn66ORK3taYTqZhbFvLiumTIMWSs0P9/1wo5AtG47mOIINekbMc4GB5YmXYgsRVGQnIqObQJJEUAofITsyMoOMCPW7AeySpqotEgnQemPm4J3BM6tTYdObVcigyrH/W0nx3XOsZK7zpN5sva6tzr506ot965ivLJz/7NB8Z7rn+6+7qk+7XU196YLLhB44bGaFdXGOYClpoPiNH/xlw404KZpZRKz+uizZcXf+qxJ8NUZSIX1hM50lpOCmOZUiNBsoAtIzZVk4EQm3EmBkjFEKQxCpCBfIIigrnSUxxrJo9Fe3aisVRrybl2FDMdSRM4KlIUVYlsdkRZZjlNrA9kLRf0zY9pHVq5v68p3HBa6kC/c64e5GfW7R44XcSHPltx02qHJ8PJSj3n9Lj/XF2a+mrzm9eUP2FM/b9v35Xe/q723PLCteffm8rNLMPdu54XqObn5acvi+fzC7357/3XCidbWplXTbvLGMizLud0JZWaFtu3rgW0kh/yfO6V60G702KesEiqIoGi1PCzdZMgmDDoAQhgxBRGUEQq5gkGTGiQKAWD2EwgwUhTQCFPZxAAIS0N0ApspOap5tW9WF+Rrg5exUlA3flsHvSs7dQK6aNyjZXdED81McJXrv/mvHYp+4dIGzvRXKkUPs6Znhy7dX71O08ulfLu+//14dfXzETRkSI8Sjr6O8mB9HHXB7Tf/XpnMmvZO9E3qo52KBcBhiiVvbH56856So/fsfq0SXrzUTvH3AjXKVsKpIlF1gPMsWQsiz6vMwWBpFhxHaZ1PUEiUcqyQ6JknACojI6ItcaIjFUCGCJxIgBOmAxNYNjQkYo0O3KsT1nDa8Pf5Hmpf3eqA+8Zm59tJi/hnQf4oQgvvqXsnLHuL4Y7FktRdC7QToWwlgR4y/YJeMvRp871DHjNFeQl7yTvWaOVC+Oc8wmvUe1ZUpYqT3198PLN/VWXe8Rpg/tC6LRICZM+d0PPVCVdZJXU9PgIq8+ipllPGRHqRKgmo0UIOWtzHNcFJcSEUg8gpglooIQgh2q2V7cJRFkgfRxMVhU+52sYAmQpM02BCLGNgVsSAoWCVa6KKuP/2be3VRbk7qtAFowHQeWQt6bU7CxPhOe3i/mxx/tn1h17clfOWe4u1pXHWA9PooCe+N3m0799uqyIaVydymx/xSBbj+S8hefd7IWhDxXN1GAutar7MqJWzw3Dp4z2shppk6xtDY6AuYVLZyde3zrQ6ChXN22IJ3nXypoFEkUYqhtRKiAwQdlIEZlKQ6jxCBmCygRiocWQQUNgqCF/uBKHSMu60M/4UmGcIGyGUGClGQHQGNGVn60xE8Okx73Z+at/ea5PzG2ssaWubftTo3Pn6S0vZIUnKM84mr2cKfffnnsRdjxh5l6V3YX67j87qa7jciQKgyRMJfm995X++aH49GC6lT0w6LeT4iWrpyu/6j7W8/h/Pw+as0PHNcSGRbvWGeUoqbiNTs76F11U0laZT6cqwN1dW8jDRGulozrXhDAYFExLeSmXBijbTgDlCipdIY4ZpJAYLZqJExJgKnJ+ogeMYImkzhSUiYYZpKbBBZaZulDbpjwLmzcM1Z8cGnmhNE8yB6l04vz0VY7X7ppm+UJ5xfNrsm7zd/+45cwDXZV1Yrq9qe/RzS9vWG7YK4631i53KrutXRreTfu/PPTRX5hk18VjzXJHxkmdXOHOpN1hd+RIsWXN0u6kf+dTE/2909C5EPUtAVRbD3mYQgPPWLjZjeahY1R0DrmUlAtL2ctmgJQeWz6RSpgwUWaokBXHGiIicWG6TkAIIUuasfAVMohgMEIKaZqKUYq3Fy2NpxkTwdSq4qrZ8jMPvLbnq9XcsYa93HlFe+Wu4ucedHsQ61x14Nx5LLhevvjWWvjc6I3heRg0oxeCMD64xs48uyF7tH4xezHfGO6evHzDLdtLI+svnnyktbx506LvkuDuPV3WB8pHRofeGKzSfGf+xeW+1mJfn+rNV6POW3cW25kRvPw4L/uILzkDyiMxiAoI8YQkQRUjYqjEkRrS0w7iuuCIqAghAXVmcWAHhDPTTyGlUIsAy0UaEooqrlBEIUFAE6Ed9CzKTu9z4EcgHPtS9unmI2dWdyO/nP7k00vusz85+8BYPtz9nGiIoLCbc3IC3HsTXUiVci9oPTX3pseuE8tnDcUZX32O2Gr96Of+8pHtSzJ2GvbqrnX/bYGq2nJs6Kqrf3LW+OQ/MXvDsULV6hjXJzvPrP9zoIv8PU9dzDY1aIR+Uuy72F7TqhNYnMn4fS3qd81xwCmjARbAZBoHTBNKAF0C2xPQAEAxS5iRzLWk7eVUlQqkJYgwhBliGU92LVKNQy0schHnRLFPr02lPnrm+ZGj7euXT/ZY7vhlfwTrlhdKPkmlt56Zjy78TWF+crZjefuD7iY42Te9tW2+/M6aNV1bQBQ0EhxkGabN9+wfmc8stVP2qnPJrd2/O3/jzEXjtrmz7/5WZ6PTLa+qltzI2WwWJsszvftGLg6km1Urcs5nE1MXGMYQQcmki1efoxFmq5drukSeE9ghsn2icKSIAJwopUVICggoZzG2fAED1PIthLliZiRZyLgZclpFwhUh7be0UtarqVceO4unp++v2Y91H61kVSD6H/Pw9J+e+kQRXbt40/Ri3xv/59mxZzedXU2Tu8RU++6Usc78zbNHJ6Yl2GaMDJrdI1bsGKsec+uVM9v4mtsursu88Fs81mgMMfyZbb/0T8/SVvkSnbvO2tDb/w+7otGja5Zsd3bB00RD4VyqGXa1VutaWCfQRIxxS2l+DZBEmJ7uCREpkbhUpxBBQTQGYDbWPdO3hdJCM9RBVGwylUJtBDF3mCA4YHnPSqlaiqRkGI5Ovefh2Z6d57ITSVSyo8aqovZMYe95c9fTT4D9i9/fe9+dpxuF5ZHZwtdGDvyra8hl/5pX3bfQC2Hm2Bufzb/5sfkO/SXsJ1mR6Mt/vfQSHp1dG+oTK3v3rz3bWIVAeU/5XM8LWrGBhjRpa3/dM/FlPlah7/+izWapsLyMGaUAL8qx6oVUmUPCSX6eS4RyLokGZ5BSjKCsr4WMRlDqCUQCoEDFkCkqoYAhpAA0EmDGAdBAAuJAjwFy8iqcb5nV7nTfj4xDnc/IbUNnw3kI5XoyVOThEZQ7kh64NH7405/54UR+/bHegbnmgjMysjjZ7x3UMukHS9H8X94TL/yvJmZmGaBn1BiWi9YWmj/1cvHWKdnU/9Za3fu+/QNxZ1ya/+W0fIWMVZLLF45MHLy0htwX0dlO/WeGrK/rMK1UQMy6gy4tKZniQCHoi5qgUEKP+mjKTkg2g1VF+FwGBpDEIlIhaCoGCci1IQwhUhnZdELKlQAEFGrI9FII5dGCpyXpbjJf6DqEO4OlXnfl+B3/UN4GMovXHp795B8L6/5A91TauUA/Nbbz7u9fS+ceqa9L9T3k44X+1Y+ura17duObT977/W994fjs6ddX9ZUea646jMOcEHz79hfKPXum7W7sPr1mZgY2xH98Ke0HcUGH09sPjcGlocWtpSvujVLJhahpCg60Uf1iLdda11zgHdWORohgb8NPeZEm8gmP0x2uL7mMsVKIokRnMQBI6WnLkBWlopQONJlogRUaStMkrhs0kS42Ft1MR6yZzcHcmJnKCesJrs+c/+gPV62qLSwfujT6DD62usd99CIpmGTrwuT/vvj4/lLtU29yf/jyuLE81dTb/3S6Qr76/N7DpdOqNbDrax+47VnUfVPEo5/c1LMy3OHD32z8Q21da/Z1kyWi+zvpstvVpbpqSTWbWcfo7sqF47nUvrpdUbrAyq+cy1xNBirNrl5ocUZ6IYukn2h6utkOQLAURjySmQxVWAgtjCAxoaOobyRamAlhQrhJAqTxbJNJzDNcAgQJYnFi2lZfrt0myF3ecqLTMIunGnrBezN78bLHorHLDpan7G6yiTHgDzxX3L36qtOnb35l/sj63xJZTq946tZbi97iu587NXUl/33X0mPfzx04MTx99UvX1Z9ZcWqTPX/R+NlHrFVnJVm99LrX4bRaWleq7zVEqxRw3em+cWEwOlzhk5hLwRXJCBxV1q2/UF8y6yBf1xIryLhGO2PXnEARGADCoelpCMAYIAA0BY1UFJFIVzbLzxCqiQiYOEYIuDbUXGUYoSw0NW8FKBgnss1AT4vySqdwdqpYXTv9vacz/+8TmQdWdzWedt762BamsWB2bGh5s77iZf78rNztT+ITu5O7f/3aDmNHzw0Xfzm1/sBL70AP3rnh1t+v+bK6/tTyIDy/Y6o31zYPl37yQcM69M6pSZCda+zWULk1F/l5zR64+bwbo3MCL8k8WiBQm924oDXXiIuAI4CkgjzSOSwtpfSKBgFMgBlCBQkAwmCccIxi2BGLWKQiHCMMYiqhggZDEnDCdSntEJrZ5fHpJK3S7SottbsQ8O+8NAG1Yvr0v8vq+q91nFwYmB18vSez9xW6PNBe3ELWpisPb6nwpFy85tCL5OaDH5ve/bNr87sn4YVv2gMrcm8OyEsPr3/3b84f0tXUZjV4476T52++8/nvgYcu/GG41WjdPv8UHi52vJDAuu40S6ksRBecpRV0OnPmnT+jRVijGkEBJiDv1wDkdiyU0CISA91sOhHiFISmhEAKqDMkQYKkQ6jJHEmBg5BEwkYx1mCMBUYxdwtMr3bFfclX7ml0rS+ks3nc6Hrt5F7vjYPzfZ/9p+q/9TE7bd3VHPgU+GnxUNdode8x/3h1u2WPohM7K3++rLTnlbfub2VmRO0v5w7+2E7fsf7vils27LoKfHEqzIZUq259+Re0NnL+B61r59wOcIhsvuPRJwQaCJ6p+ctmd4bb6RH3cKmYO9OMyvqLBl2WhucnK2yVBfoi4HQVlcrUmIkJInFXzEQBCRprVDgAx5BzgEiEgSJRCKhIJJHKZnbLjEEqNI2mydMBrWVqWmHj76sDzRZP8/Ekga2ynz0y5x2/sn01fm0DqwWu+abffuWLN9VnO8vP1kn/9CeCFup7/fjufQelHP/b8ns+edUfrZXVns2pjfMP77vjFuAvrW5+6uag7yJt/6k3tb+kFs7fXPnKockV6FSzPYZKp3vmyJbDJdF3EVwyhvfOjUyOWOVcw7CL9bxeTSE77Lm0qJ22W3owWzdJoEOBMy4nLgM0VAJQJY2AACCQggr2BFFCJDVijdaJBBSrGBAhlY2SBDEHChRuY2co6Ry77v7+5PyWwX32QUMarJbbft+ulcbz/o4jgt3eiZ5m07fHDw32HRi/6pHRClrzwtajfS9efqCwVp/2e4pPuZ+K/vh38fng/r29Lpycvv7ERRM7LQfhZUXGTsBrX+jtuegh9sE/5e3TqfWvbdpviii18VVz4G8EPfeD8Yp1HsL8jBN1NhUH6yewULEegwT31Jko1FACDGZHQiEFpSTcEEDiAEIEAFpmFCHFmtRtQW5IQHQMEQQwaAqhmVwy2B9eGBoT+r743y6d6mS/LJ/ODqXW3lQoPGQuTp/sxXOrZebV7gOfh9Zrz3Xdod/xmVevePMXev8+/2TzbDoSq1+fWtkNn+m5+tIR+9Hhp/S3D24zD4sM/KsN3QU9x4tL3Oyc2VD8y0b3nLfTd+6PW8tXzT6br/VQt2tFYzTlfmCfdTF1YQY7nrxkIho0JTFP96VwnBakS49rfpIpA8plZMcMAw4EAgBDGDGBKYIKEAodrUF1JRGkKNQjlWA91n1IoSZppLRE+NN/+OPToHrZz3/RxG1rqSUG5anf3Kld1bzsuZ0TffzS2+fppt/2/s0Kr6dceKCm3jjx4WdS2+y5kZEH1vi4M3u+Pp8tNr1Rs777B30nth3s6b06L6++ef+jo+UgE3EIW5izDWGqeGJ6xVyte7t20dx8bHR8Od+Gnc8NWfrTj+eS9mXP57NqZbtKKwbOSTJZTOfnebEcZRmVLVMIKrFv0pjiiALAqeAaghwiEkBoGz5KgOVThZjGZEoCnhgJwLzgWzUyKBnr8mrjQStCDqh0OrSZO5drhXvntNJMs5/+9QMvK4Sufw0a57br2bNnusdb9vpXKh3v+sNpgvTuhcVdF2TFCYSBicvsdFV1ramLv335ym1/eHqubAZEGItjVWmn9Oyp/MXVjUZ3a8UNTxbOWpuTyQUtPTyZciupprdnccH00/X1eDqp2lbDMWPh4r6pvnoEgMZs054VgivqhImiSEVUISFyCTMCJQG0hMi6ACtotAjkihabHBoullBiAG3kaGFaLLkrkDUNnPiycv/FFsmwS33hCFdidnTk4vc33POM7LK3Hprs3XihdLLLuRCgnKiZvMHTYvdT24I5L7QAMWsaBrrHTcpWX9GJq6+2Fgrn9XRP208M1AaJ0TnrAG4MDf1l++yCn9o6u/LJYTQ64S3kB6p7H8XlFQvO9+89in3lsoLEjQ4wTwgQkaX7UIHISCRSGcYSjcSQAAYAEowghjiAac9OONQlonGioUQZgaUEZNmABrm4L3M85+PssLZvTZstbzuuFXHNxV2lRjxmTWDA8K3HF0MCMidvfeL9vxMrKtnQeH20rfQk7ZyWUhBNfOdTSbbSN8fSHiQwyYsYIbxuWzl3onjbX48vMZc4TlVrduoiCKiTtDuW1m+YmV/1+oZjmXqt1y2i/mljYtDlg9A8ZeH2zlMLKbvXD7RLcb451re/ZUWyE4UuhglCZgC0BADZ7boAGbGW6CFMAIqMBCAkEWYSM6n6HGIKntgYJhkrWWyt4KpPXAwHhphrnzGqvROqu6OAo7/PXNbVVWyR37Q29v1P/akTp3f/KLymY9dc++wGlBlc956FfWlNzyW++0MYVOwqQ7FhWf2WSnpc2Vj+zYu/WXj6A2ipz1bMa/SxDO3zGiYuWdLITU8MdL428LZ8qz+726zWD4xgHGQvy90xkZfAztzROWSWOwuMp+RY9WktJYjmhrgHRRRID2KAAKE+B1hEOpOxjiCCFCAiCCcCpisYKTNEkSYEgQKTTMJIVm8Xz5USM8h3dh8wRe/JHNr5wp5la2l0NmoYwcBSrjw60dszM3z1c6Tz7JoHtpzAbWbXLRd1zFpM15YAFdzUlOfIrLG88XQTlAKgVwdt15jR9OxCqTyw5UjFJ2uP9Ve1Zketu1i76cnU0qhf/+v2b4Bg/e/4l9LNjwp+/c97r33twgY1YOxvdA+/HCHLiQfOhwoKRqBgJsA8TPkIYIU4RBxJiDGQCVDQAk4QEGQHCdUiKJFQlAYYcqu3Qm2PZL3llDZ80RJ1qNYmjb4JCndqPa+ekL1k3eTE+Nxa69TyyMU1Yd9l4gU+deMkdv2uU8PtxZX2Gb01dBGrzgqOqJcSkAkjFgNzulR9cRB0SC3mNuus15WdUYtrz2LYGKqjgn1pSOs6c+W/vOna2kfX/NNnbo8TYuC5ejecMuP+1soseWpsZGHXSxfMRsFeQP3VhhK2CHFMAUoUgVgKwoEWOzgAEpIEMVggSZRQhCDkHAonBkYABKRWW+fDfhdvVFBJlIYnCfNoa9Crr38u57Qx0u96TA0VD+alnNlyDoyFx0ZKQSYSk3l40so3bFDWYj1rVtzsnoOpikKJ6Xdc0tPZJVTpq2C9u20Hab+O+8N/O/BI6ajewbzhk1FnwyL9Ry/3HXN+dstbX/qRAQB4W6Z5fE/rCOmCs5c/ERr5zcdqa+DBFRCdLVYN3yEs0DiOI2owkSBFlaBGSJgUECoIMZc6gzkDeFBG2HGxhEopZIWUo1xLM+or56GmRLaWT9no3Q80jktSuuIBwjJEJ2GfvnCh11fBNeXJ1ZnKXfg7RZHOzYHycudNl2bnlFE8Y+cok6XKXacrleFzQ7HkfhjFdmpBt4KVrO6vOaMjd807fi/qm0+Lqso2BGbSxHljIrPh8JaFofsBAACAHR/53wPXyUq+qqt8eWlQhkisOTZyipn9R699GZFWArERAKkDpiUakZgJBTkgQhGkIowEQq1WDOKgAH2OERBKJx6XIHaTIC6JzBix4mwYRLuO/6TWNntWLFxYnyuyKFg5/trrtWwmDjtPJityQVT59vv28oWXZker1sYj6ArspdIj18IkvauHPRB8KLMw2N2Vdj2WAunqgKZAtdxvXMoUXHL0P8OTjalKth1MQ6OJMmbR9W9S6z50y+fOAQDec+yv7rryN4V/8c+OZnizxPoSMXBFuZ656UC3mVsAR4PIt6EmEEZIJCpBzBVuiDmnSmKkBENIIAELvoVcTBIJaAQJRzRylFeqQ2zI3Mg011mbtDdx+wxaKw7l1Er4kW8d61umvLjQP2MAu9IRD2TKZHmXN9DPXi2kfrlyCJtLy7Vr61Ok3trRefr8Ggc1Zb00NMOBWmpjs5KNtx53ad+iKDZixymJaiS87SdGT9DOMlFdVz9A/78W7vtt0/M86Px5XuXu99Pf3qcXjaRRs2TZltwdEpc43gQSQgm7OXY3lGxCCG0PWCBAWFhKWCBhMQcl4N3Axo7jEkeJJcu2ZPWRZkajmXnfmbeXpz/P3a9y7g/s3/H9HN/5/TP/9vRP5j/2xq3Pfenk3JnZv/hrv8kf+PrjvZ1J8Invf+TZv/HTr5/M30lMXxZkLfOLyq9UvdDIOCkEpqUAZTjXFhAssnK10r5VwOueazVzjG+0N3Iu1GMxu54VVWQcncq35ePn5nzLe9HfMBf7Vy+s74cncTxzfmHqs6vPpvXff/GNf30a39752YfuHZvD7Op07fDmo4+Pv56ftW3/keLZnd/vHd9Wq7JhvfT8O+mlxnG0oKlujk7AXZXrb9m7P6WNbLbSL6+WwYUnZ+A/8X8WtE7Cf/HPOktwc6z265uDczq7C9+e/6lvRsnNrJ74zHbYDC9BGKiVhgeoK2QCyUpFQACRi8CAyWGWZ6BNBHkpA8qRhEd1bxyYxe5352bz7asPNPiEKhX8j95GMtzhkzuBOthZZ2tzG52hKXO698Iw/cQfmUav/u1rZvMPF+aKTwWDzS+d+fSWpz+Vr61Hj5raN3/+h550/sX55SfOzzmwFc7tt59o4ONOewJJmm+jPRM4X8MRn/ZqfDq3/cOPfx8KfOWzOqte/Jdf/Lu/tnRpNK8zf/9s9Hahf/Lc8OsXHj2/WflFu/AHhrt8SQNy8I1gDC138L8tKYOilIgGwwqoNTCdaTSytSnnYcU0mhl3QRj/VdV+1rx5MsO2Fuu1ZPE5XJ00W1UyXWBJ6+jw0kSmg1I9QE/+qwd2n1j6Xe8f3rPfHRQtdfX5td/rPNjb/on/bGZOzrsbXfeQJZ3GycU0dO9nt64+9+T11ZGVYqs1bA+oJhOi+SMRm75eMCJXs4/+pSvbf/9Dv7k2Hb3ln/mjL19f/dqH/uyr/8EfJX/hhZk3ggfe/NFfn31g5/UGa+SHzmw/jasKKnSs9VUptK9ISS2M46eKoQV0GXcToUDwTLrWaPDYWrfG2QM9/3a6LHZnb8qPXxvN6Ohzz3whLsNa3etNFuDUN1feC12lz7+untye7983D23qn3+H93dr7sLO+Vf7jcGSv96/wZb33HNjECnGz7CdUr3+mbuZ2szRe+B1JxESEvvg8cniqNCLR34WlM0aDMUHXni2v/8Lb97/x7+4/GLn337hp9fb/9u72z+5Q8ef/ap7F/16NHdvfveDL5+4pqppW/i5lwiWNVILhrh1S5JgABCs9SpRCVbWMaGcgy2BtLDkViUufQT6vz28Hhc3Unn0wIfe7sfLzcGL/3NSX67evfHevTTdeqt2bmHB9ou7ztPHtUpHy0efuLp571mRbY2Sy9/bR3+ptR+vf/SJ/T/+U2vTk6O13rnXHLZbXv3O8FdWkgvznZt/Op+ZH0n0u6o5mr8kc1Yw7k9PNnP9tZV873eu/lN4Zou/9VP/8f92j55aXf7u3zk9/dRvg+JNmfReSXuT5yPZntb1WNsUcyaQjSz3heNI4zKrPEJDnGlmuWVuoqHFrVDW98op65DszA5fhA/RUVPU/QPb2EtiJ+8esxdZa6++EkbPnkpcfgeGB/Pl+kL+5AvR8Ib0T2xx9Dvx73xnEu69+1xrrVUUbfHOJ6cWX7zxVvBI+3r73G22W8DBxzZ/2V27ub642Ayn6dJYy9m4qp+662An6tSYGYaN2XA0Dj74x375K7/1Vxe+eOP8X/vhc+aZ8NbfWT38zVnc2CAnGgY4+FNPHz56XPOMwcCpXDupMHQEEFgOJdqApBWELpAFZAY1H7vMGJbnjMqxx2St2VkceCvbXRaA07qwO1BUvC8/fc/G0e7GJ94ZL+51lsdj+/bMHvcGp+peczzR1Wvbc/dGDYb+h58Uu6z5tPH/1AfV+5up6h3tbL3vh98Jf+tocXP8JXzw8P0X4D124ImjI8XhVt9P3gJVwSWdnl1s2d5ts3VQ/s2bvwr6d9VLNz72qVL9+s//2EuvfVF7hXeUYzmuxWbhzh+KN9pVGUieIrRUADrPWYYAhSaXFYXhAitAQMsZywPe0abhE6IPzCRl71Zje1OudBftR/h83jqmpPPUz5TibmNy8MqDZkSmdLx5ars//hNP92Bn9IY6tRTGdQmq4OutlStzr28Fkx/53knyP/1j/pWnaJgdJfKdr6fN0cnL2xZCybd3X013XtbKdz01EfkR5F4g1SCfff3Igfnzck48+GcA4Dcf/PJjS79+5uUv/VY9/9ry3MzFKhvWuXAeLx7D1x/T7W4j8UQeFc4eA4fHYR4I4wF3CxTcauOyUhHwkhGkbKxhpNCGxAQoVu68FyebK85Tkz/44Qed3VVyeDyoEiww7k/bt4/mkujwkN752fnn955dLvknfTOWVlQBW7h1C29e/1KQnU2fvxoVP/bug/ZLB++GYnO4u/vy2wPNavvYe1HcK+SV6Q2/CREneN/aQ53ZR59hWRdYa34c108mUF3+q//ot//ea7N/7PqPj5/qfHN699sfePvdi7DfKPqVO/ODjb3RzKOzo1SJTesMSVnfaJzkPmlKW1QIKC0BaERkSAw9N4tSWbklcBtMeZD5Ds6278+o0TP3e6K+V0nzyR3v2uChmxad8UpXzB98eHp9FsRnvijTL/zBvUs8DU72HPd88fT3k+58q6eH1VMjWaxN69sj2OO6HoKe5KGfzcPI5OJ0lhw/E75L+xtlUtsJF5Nx63g9P37mhY2u9XtuUPVl6681zN9aXVx89uqNjwA8/8uzf/q77//Sa1lt3z13MnfkDOf7EB5w7AzFSLqpW4TSZKyMZKV4hGmGFhkIMhbQsxqDCiUwVQk3d7W13Lieeez9X26N9us+8xqvnvrwl9T0wr6bjH0533166dTf+4lTL76wdLp9Ty29NKoZkRkxY9CcHx+dnwzuNs6+4c2K4yZljcKZVDzMkWNPFozqzli7YbOYjEL7S/88Pj7fvN9VbT/O7zVykFHfXHprZtAKT2bdne0afPtFW63d+ct/4i988p986/pPv+9rz++GM8He3P1m2CtE6X3hW31A609CUzKJqkTtWMkURUpj7mdcaOtUwMgiukoSNySxAiKv5Nyw6mIussOFtfe95rxz8dr/cvz/clbltnOyuu0VtXlv+Xiow9EHXn7i1pU/mLktnkgLKnpHkde+WN4USk1D6sgdqg3r+ai9dqNdZFghz5rNbuEp6aGvBNmW6HfFfF/O7S3ynVLOH82NrUg62ZXJ7cU0+ZPv//yL/+BnHv6Nmff+wqUs+MnBlbWX4mub5/RCFX5V8FgvTPzJwl5v3uk7SUm6NgkIrY/WplJUxLRlQAAOVdIYxtByibosyRJYIB3p2r2Q9Ozk9eev3fjM3au/869jnGR17PGJdNv2wa0W9u9NFrdOvzl5pX7HP/u+svVj+7W5GiVbr7UvX7xyVnxUCA1lmCVutGUPynkJs+QV21zyTrSAzTHWFmp7Q3T23CqS3t1waSN65GBan3qTrNdfoHjp30cX32nYn/3oqV//pW8Fb95xfm/zldmkcW77O+Hzc+dCVX+PuZ8dcy6ORIKxCCGmElRVlBXyjDNNjBEjAMGtRWZIUE4OY47gZNyQuc7M4rN/WQ8ln0h5c/2O8g+meerPQmnleDp5qfF79xcX5j6zde2HBBr2oP1WYv9zHMrE8UqvDxktt7f2N9NgOK5MvV/5wfqI7JG2ipQoJTs2faBL/bdZXA46KHaKnZU0lre2uD6qKveTO0dz6cB79uLXX6s99vO/kvzuhb3ff3lbNX73zA+k/mpwdrOpB9Pk4NziTm+pc8YYmisUOeApbmLL0DUatZIgiCGgLYAQmOeVKDkxXiryLCRsFPIHjv+h9gtRZU2BLelQicHROHGndunHH/HOy/XRBf035ujf86O7tSp3hgfBZBMv67ycS8pZGBWFJddtuxht+MK1ITMud3kTA1yaMBLDrPEcNMXC2YXlpbNB0JYXT+XtDn4Ar9rONbYkJRRLuPEX/8tzVz73pc1r3/g3/yXarZ483O3MzJvNe8PZyr8MO+/Vj8PtQSVwx4KX54Ukk9o8nwoUmlsO1pInGAgGyNDzfQ1+qYixEgjcMA6ufaObTLUScXlAjf7UELmXHusEq8Xe3bv0Dodw+3bQnTGlcyEbivBhe4KN8bDjzEyq6e5ouzfECocDJtR+btriZqh5YMLcS9meGA1UuXjDH6WjG078/sQZZ/fi7LVhButvPNRb4g20326a/rVlyP7tn1mN9r71xC3zvtkr3Rv3a9dtq3GhKvutSdHOnfZr7hnMVA4txhzGMAgYcAmsslwbWxJDYwwpIhSQOBPSykFuFBPWddDdwigBRNnLUWUXClkSOrXkoXfeY3DSnDtaSwad+MoLjjuu76U+KyYXh1deyWxiq0psnns9qxu+cJKE9YJ6zWy0nIfDqhWObRWgUy4N3XF3tsdBLBzPfbmbKNV8NWaV79w/pWn/2T/M15P7P/Ni8ifCafdb/+RBl5vPnJ48kzYOvVnx9gfFLlsYUudKb7/ozb5m1+9mnlM40yblRltfa3CNYxgTlbAWGDcMLRJiZ+jwwjJi1oB0qjiMxj0gw8CzxuW18CjRgsNpOGKsz/Fp/fZfvvvl6VKXy9biD+jzX5lxTu3AyF58++O5M3zvSASJaKZTHVu3ljS67oQvnKh42EhcNvQcVjsCUYVjKda6uY+NHWGcOD5Yyik6XJbaz0YiP9U999uf+ib8/Wuj1t/8W5s/szH81m+8b/H2qnuDGVGc2z2ImYm6juj0omHKrKfBWA65QC0qbpj2WWWJSMpSGjfjVsiUV0AgFThWaQiEcSuynjForbV57oGVvFFtKhbWuGa7rPZbBxNvEjQmxaBRfwGrUTBHFfXUV9o4zKVMV/37GfedfrD/8VdThrNHJVPNyk8dYSvnWGYUO9r4CQvKhZO4OpeOR+dvs3Hdu3umfovDUGbjU/AogEcT7+cw+He/UN/763548Q8v8+56v/z+GdO6+uWw8NpTjU59T0ybMAJWKyxjqpaJyisFZ5XlCqVBxRQwKBgQ1rR1dMk4rMUP77huo9QWmcLCgWQCZZUlknSxZ9dm7+WMr28UHTNQ414XRu4aP9y8M7awYOi4ULKQRaKxMOqcoefExflGilGsp1kacC69omUFlmOB7cN2nmZVsrDVP8mOXRuYkbt8pslOcWGSb/3qnwV4X7/c5O1l/3tfv599/o2jj02Hza1J6h6d2v3uU08u9BJ/0M17TIXFWLK8KzgonlmHWca1iiMbiMpaBYKjQGKWBDFFXiUq8dhb2pJj0HBNDgnlpp4W/ig0GqSfUJwJtyq97PJB2565c8BzTdHTrz915e+28szrFMFIUHhAfr28cMcqh40Xaao2dnMV41Q9e7y9aAeTJisybPtTzZzG+AMvmHpwosWDrz5w/PiLtLIDM7PT39J/f+mvwzPvPX1Q89vfu9rjgrzhde6mPrTWdo4uXbe09p7LucjKKM28igGiZhqYaWdGMV4JqWUmyQLTjCxJCxoV8pLcduP6lZA7yIiDBMlKp+KKTOlH6PqyqPGKlYlhKfazye6d8+0n592gcX2hP746k6+647Lvs0zZEFPvdj2uJgXuCDHTt9I3TLavpUGV8OU6n+NhnirSTSm/bOtFxeKl3Ub9oWtlcXMmHY//4f/zaz/+zAfhiz92/xk9+lbjx24+PM1ES7vkiDUTprTDOvGS+yx8VGIAllvhhoBIgjvOiDQBcVs6gIYElwwFckWMaUdzT2l3g3owVIjMakRmAmW4CgSWnlVFSPFYKGJ+bkuPu0nkF5rmaRBGzTuVPDnVvh8cWV+TiMae49S2mtXUsavdCbuQH6NjeRo1B8cdvwpsv9rYay9sN5LjZhWHk8//qyCf/8z39uqt4wC74lf/4N4rH6l66V/5T/sHYmH77M0f2huKkduf3Y+w8dDtw3OHEOZXnuMzuyErYjVmwlJJvuKKGyChmUXhTV1WikpYREdqQ0FO4Epis8eMQwmptISGLPdUOOUWuZQZMWZZ2JMk0fKy8lAT+VYwxf2O2ONTLjoDXRoZJvPuPhZSQUgInksD3Wrl7bz+rnXS2shFkqUOpitVOnt/blQ6lzfrxw13UnamWd09dQOuXH7yi7SwefH36sLbYsMH/Hu1sR4veuw4i/PF/vq19Qfbr9Xj28exHjq1bZDMKUABAjJZagBAWQFaRKlRSWDAUjS8sNDSFTe44BssNGgtLJOOyKUCg1jXiSPQV55e1bxKtXaELoHLjCjJyvToTjkQi8mxTlQzKGSeiFa4FIYRFlU1lzOh7i3U2K3OA7VWIZjtzFEcsP0BJIEJHcrEwzX+rK5lP+JWRz9I4vfe/vLWJ7pPffXCfl589qHlg53OU+Sva7u2EmX69sI1D1//d4d7RwdfqJun8ECAi9xYBEvAyHAUQiLzWSDQSIHWYlAZB42tV8jKtji+MpikhjR5YJTPCBQKIn+C1BTR2IjUGJQqSHytrVsIIzS3jCwLWjK+GWnj5yVayZrjvBZFw8IhLagIBnJp1GR1vStbR/Vufmp8HOeOl3KIh3EjkGpSesON4fHcbjPoOfjpYe9nb3578ic//jn62y8cf7d2CpZuxtNbq3zSgpSJdO4imu59Z5qu7+ZQcLdiuYuKkIcTLheOKgaVgDLIODmKITKBInMJwSlrZcsdu/vIoOIGGCdAkooZIGBuKuPOscmdkgPVErJSuXppPOHaVZIXLWp061NRJc2JFiBMzPNVtzgezliIjijIvKlfxLazu9jz3OPmQPCNLVYFaWPQWsym/XXYmReqLOKeDeJyI2g++iH89jOvPe+XVdZ6pTbjqb2BrWzU0O07a9mp3aJ45uv1sJv73q4njMwFK7n2gqEJSPsJoQUZ90NtOJFGTwOrJBFn5MZRr98uDM/h/2f3TLmlIJCWES+57+vKtsaJY63lDisQo0npNse8DMgP3Qs3DoKUFXBqOmF29Q5sHJ/dZfXwtiAWjjGacOVUnKWNJEplvXj47fqxcjFHXWML9XuTMBjorGMzvmF6n/jIS/vu4m+ffy2gIswvZCZrdcMTffl+6U0fSOLtqJzdP3ZtFZgyMHlYWlYGGpxEgAUrDEgdaMiYtICA0pJvSow4RcPlkdUZaCRmEI2jhEZCiKAyhusA6/lIhollbkHolBTpirs5L/nsYG4nJMWf3Qd+MrBL3WKG8UrBRHuOAVnUkrxtr7zbj9NQRsHd4ol7nlD+obJ+xrivqxinF4ZuVVacjH52d+aNB5/+RnDpHX1PKjTGVXxj97Frk+mnv9nMKr5+NJ6PSrM317gdNLbb5fw9AO4UiCXnmhsL0JgAU64RSjrKEjPkVyJwdNpeWLifTAtrGUPiCNy4TDpImBrXMHSlMx7PnW3EwmHCjxQ6lQlYTVehiOxuu3AE3z3ePp5IOZgGtjoec/ShLJnnpJmukxNc9FbnZV4EV1vvXT6xBV+NyARO3U5+9FIT3zvdFK6zXtVq2ba3Wrz6oebP/bW1B+qVdGt6arIPTsA5+x1WYRvHK9DprQzjtdojy8ZROvF8VxmnaLjG4Yoj2GJOgBf72pppXjBEboUEhauTtf0BxUMLwAANs8AtWqmIOdpaZNbRbpjWVJEFptGXiiEJWx/7aG0waMTbDoULO6qliwI5K/yIYUmMcsnKMHFsY3R6l2YgK069ef5+c/auM/Y0gwL8paPFYR71zcbqrS6b7aWBMfLMIzcuvrH8bO/oltlyxMljZw5xb24z51NfsPSJV9d3nboZr05OimgIUglNTmWltWCRWbckG2IuUaGVWCAxz7i2Kvywj671dCoEcnIZIjok0aLDHY0MrRuQ52XOtKo51k+dmueEmtspG40tDvWgf6pqeEfaGx+T63Mp+GEyMbkqy4DqFmwTsqPgoa2BzgZ46I6SwIQhVwXNFMPijsDaWW+8c+A09/LTc1JLe/zJ333t8/9h+4eeGMd++AB/0T1+C5P3hfPzG/F/f0kVp9KjI3G91ZDkcNcaKZExSwws57x0LC8qUZRk0S8YEEqOwN0y1CkiGlKOQUOEyAm4RWuIWwEaUNSSwCp3FJEFxTVevD/lUGNTUisz79rFoSYS5FapUHAq6ne5Wk/GZBemq4MhkVhi4A7lLj58uO+3T5bv1erHptm3rFjdnW/U3/rYW82iG3fD2DkgT5bn3PiZhf/z4UeLr/QGq6/PhMPFw9Nbuv+03Q/8d8ECF9rOCDZp3UddcY8llixn9UnlQsGAG0YE4IqpW4EUmivWzNm0Y0tvDJJVjJAYgga0IEgyzZjyKsbGIjc6Q2Al11bIrSnnJm24RfOELSz3duYmADNZnFre9IuqM6qlk8WBOwDPXtqcuodAinUe6abt4HgQxSh34tyc2RLcbxjtrfbbyTYKR3TxzFGazPK/mv8KJddfPbWZp6E7vwvD9i0Nv/Lrid15QIXr2wVN10ZQ/ndfi4n6DpSNRCGoEcUJcuEWrl+yEr2JE42RM+CROKJOc5W5KYCWEi0CWUQAEsroEjnDnECZqlLocJViCaRCz5kjdEti4OqDG4PmhNf8g94BF5wdzJ4pmhWvV+xYd+jiDiv79XyhbvvF3tF7Ezs73GskNJlzjxirdrXobZrRkVjhWfjo4oNTZwZV8Y8O7ft6/U+MO8Ufjz+0Pawt2pnQfWV/KhepUb85UMOoULXO3owa93lh2EBzwoBzIKcWT6SLIiORhJgwRMaywnpFo7w7TS0yMtoQAQdDjEtCAEBdEXKLKJnkViBXDgBMSjVBBI4geGKxshUNFfdXAquK1lF01pXjlcnI51ktlMOFeLgwdOZga0HZUTlaGOYmvLRfF7Ys5cqwiT0PgGwtIjNNT3ZnRnfrP792r9b8lzdOf/xrKn3qE5DS1mz65jPzqf/QWnt2Plwtq3zQ2R2W5grBNJWcS8hRlF5YjYSqRmNiGWVOFWDOSFoP1LGTu74FkBqBITAphNWcOPrckkEksjrnxmhtiFkriSq0kXArbfKyzsdaBkwYJbcSHk2VK0xZUcdfACi/syMvQ+tCXXsUFTuWIkiSemtjZhZml1RTErX6fZGu3zs05dpuXitnljec+TX2Zw+b+6sPvvrOSrK7+f0U9uK9R8vngx+dvu4/N7wc53UZuHsFzrlxzbiiKC1ZjpXSk4xbroAHlgc8AVMii9BdcWQ0VIUmixWAYCRqmqzllhTmoAFBMkbSZS4HsEpXCC5X88aFoA7CqVktHGHciW/GKK00w7tPqdxt/CCPAG18q7gxKfrDJ54+oWoxwyRf94uBy77j3bnvZF59elI+ulHc6kRW1kfp9eX+ydvi4KVn//kzfrbxjhh3p25GxZ2I5u+eb/RvrO7lf+nrBxMWJW0Ry0cV25/OLBkPdTvQilyHcYjBMCx5UFSxVyBHwRuYeJRajVZqlJWrrMMUsgrJrYCR5ZaBnxEHsAzDqUWLKFBkUkjb6XuVOmeKMfQdM9t/7HhP4Mp+dYbteK291rT0hHcquZcTNtq7NVPJYlgfzpqqrtk4GmF92jQbrzNdi89dPz7z4M49YBUXBXM//z3fv+89dP1g5DQOmzP3jW8e7s0O6/m2xONgLnrv9KAhRtjZHXNShE4hK8OQLJJ0eNYccO2QIY9PRcXqMqI6KgOIqMBRXBupFLeaGUYCiUhLKXLOOTHGeKZdx0eSsQyFttOj9nTW2eptlENeyw/KwROXKjpUbrq7zA5D0efKKQe3mVoS8T09s09KO5Pg5FwZe2rRL5xxdTjd43X5gNofz5Yv3vHOVdVJdappXn/SrV996pHFwilF5/R2yNjSSwdvbL3e0w9d/BCe2214aqd/evvGyG9JjiyBglwfkRsZJKkdMaBKoYMqdASeDoZYqAk3boVoCZEALAPLjTTkGLDMAPdKNrvPnQIsCGaYY1C3JvGEx3XVW5nmxjUKo3To2E+KN3q1NHjsZRP0nE46fPztIDeFs1iZ8KQBzdtNdzL0he8PW3Pu+a3BPihHE7FaTzeyvJ3R6jQ4ip2prD0h6t1vOA++M7qMb8Sj2Wxu/c2L6v7hmprbC0S3NX5mp/76xv0JsXqBVBpkldBCWMs9rRjXXs5JMXB1kxnPcj8XhoAzMiQYt0YAY8Qtk8YQEUjKCbpYZRYFEHCduVYOaVIH3pQP3CsVG41TSuK52PverGXGK2/n68NG3CzY3VnXzc/zVrNJS4mc1nvt9nx8Oir8/r2LNzvrn7Fe0S7r4ZEMESP0Nk5coKHqVO83z78mH1/N6x8/urm2Xnc/cPDKwhLFD3WePvvo5+LwMf7u3ZfDW61a1MoZVB4xCoBzSxzLyOElVsr4jLeAV1i/PBzKZMjBMmaZYUwht4aTYyxZhmiQEVgGIDRwg8iEzEUuCQGj+vrKt4JpFU/8oXa4yBxv2BCKj2cq4yWKN9TAqUN4vLIDrd4fOfp+KJ9+wUt8CLUNoDHpV4FgYxnYAXecxQn3f/GvhPt6sXHrbC//7GY6P+53LhVb9mao0BOIk9XFab1IaCdZ7kvjDuXYas8IZVBUzEirOFi/dIuIV+GQjKu4aY6sw0R2YLMqcilkmgxa4wMCY6I0nCEAoAACBCY0IvoEtsysI4y2BpwF77nJ8Ug709K7FPjgiHQZpoGZS1AnG7UN1VoyqeJN7WO3Lg59mLnhNucVKhsH1Z5Xkv/BRxoKj1uenGwm3ckvFyftdu/OQ+no6txsyh8n/9Z8sDyHWNbOCf/y+/uv7uRXuh4/WQqLEU3sio016jBCl9A6PgA3vHDKxAwtgNVGjJqiYu3j5WXiQFgSEFlB2lXIjWFMAeeS0DABhIgMXF0BIaJbohfYWsdkL02gKYszkoxq+pGAjojq6ZMjVopwL53p1PD9mZTN06y03nE6v34ypjRvXOL08Hyv3L7KjuGFmpvNjMZ54CfN4fzZYGF0rvMGPXTwxmfO3Pz28jMXX7fYWjW4fSeLF+Cnvvo4u3YyUcWd/oCNDe44RaMu68xUJIEbwdA6QoFRgrkO+q6AniF26CQdllWVRMsFF8SVYsAY4yjRMM5RGOsAsMoaKxkXLo94RSWvwXTDxVp0gtH34wmpFbch+ZQsL79f46rI7ZUnryaq2wro9snifM067e628+AT7VC+85T3nT9cONO+JR5aurT7bMmWN1p+3ux9JBPZrm21T9ev02+ODh/vTL7z7lK2f+OOBj3u52/8/vaHFq9vxliP7EgUvokcyCcJG2eSXI1lhQ5g5qJhjra5oZrLiFvAtsy8CRAZ4mRBcmXDAljlF+jkiEwFSjnGJYWAGhhJMhaEYXKu79TK7vrYlG5OBt216PrcQAf1bhGXPDd8Xv/cK/fv2k6gektzB+lo5tGtdGt149pcCsc156S2UOUnT70nJLWyYVlh2TnsPLFbsVlzt7vklQu3o0XsnmQLoqhP9z3HV16CcG6v59RmNn0cxiMbTdgadGWGZZgYZqUW6FWsNJIpgUiGpDSFlSzTy1OtjeaorQBTcJaTKVETagZopbZccE8JlxnJAC14LrcUlbvRbCu+aPmiaSyFLrDebGe1imtpxKQSPq50+T977050tnHY7TwAQ4MP7RxirfYzZwfjbC7v+pPDKc3W/r1sHtf9rA31045ZmWN06v/aF84o+aPiw5H73tqn/1R9Ms6AqrFrB96ItvqsfnKU9cceD+cK57JP3lQxZkToeiStY4wVjq24sVoQ6CKVrGLG7UsUHCwysMiYYlpzBzgYS2iBGRZaO7WYkzTEiExurBWZ01GXwlSR12s0acVwM9yeYW6GbU1F7LM1Cqxkn1haPzzrVcXN6LRfpWq2ufCHJ/1CDybOmSt4POn96Pt/YWbevEYHfL7tbogXz02/+4vxeCNqfWXz+CNjefD8c2fipcFx7FxKCAcLTu7wYma4Xrk11sy1/OmE6XhdhKoqC2UMMxXa0jKOvgtFRMiZAofZwyTTpeJAhARAqF20nFcMjeDcIkBaWeTKUmEQiaHl0mczXgE7990J0Zlir973KZALD+eR2bo+8UyjSIo9yKfOnYXGhQNbvZmPXvW9lRrC/rWNVdGYukjj6uLM6V+6/nuPisOaH3945Ef9L/xG5Pw57161Nz2yK3sn+2LExl9FPnGDvN63THeNDzO2tl5rdUgnyWMzX5x7n6YDlZEvhBBo0RKba/lMmAphCrYSQmiUzDgFkrAGCIkjs8JawwgYgJba0cSFNkJz5aAhQEZGopU8Tj51/7gbr+wmwgQ5Gv74SdemrWoaiIKlTAVwOVsRb9FUQCHdQXXuLN1Y2Ob/w6+JotmPfXjqm7O402xVeG954kfJRnS7e+Zk8Y/9ah5MJr+w/dsb91oU5agnZS1xltqHqiydehfrnSLLcW7+e5ZMJD720f8juhspd99wJZincyZF6hUYjziBJF45pUUHyAIAACIaIywhAlhpiBgRI8udnHGmnBIEaA6AQEwj862UcppLU6d2mjna1EZrw8pMoTbyO67aYbLjNltbo6yMChN5ZrwWtAYntanz0Ivj5e6pAemN/b/0Xx997c6QP1TszB9cPXBx98zTD//5YOjL0//mz5/+5nZQH4RlHjF9dfPpbwhTQNWevXtGBVsp8SATEKppbXU08sZZYFFj6TBL3IBxiCxxbZnQzDJmXcMdTohkEdFKJiwCAjLGEIgASuExi1aABAYc0PUQmSyDNb0Aoo1BcWg36tA6xj+eWOEZr6Hz8a6L7ORwlIyQeTqur89l56Lb1w+dIk+eT/E4mvbS9OaHwuX7m/7ptZ/f9wu6t3Dy7C98/JM/UY8/5Jy79Zn+1lFn1s2EgWJcKzovB+h5vpi7FxxvvtVpB/aBwDAzscUxX75sfBE5FhhjzCkJHWNcJBsIBN8IhvOYVRURY9ZKUMICGk4IXCMQEQPDKEoEaKldsLyU5GQCQeiZen8goHJBePms7INLvNDGHfuFO/EVeBSV9mPXRrNHozpLfeFDYzbz3ktnBh47d9e49fYf8FZ7HOZmMLuW1P2bH35nJv30L37rLw7Zuf1sZvnu9vJADqiV+Ymra12OLGY0VTyTcqFvnKmbWwoUF+fePXNQjgJL3BhrBVngGgBRFtxwZhHRw5JbWSFXSECuRrIIwlphSBqyzAqSOeOaW3IMkNDCOKUNjTu3+o6e+tEkDULtnr4vMQkPHN4ZZVrHE0GRcFr3qZ6A7owWlnad2tk0uYfT+px/J1vqtrKLW/fn0JRdt3RasZW1ncYStn71s3hNSsInadKvL77crUl54tUqgGlogvHsNIvK0jHuuD2SXEW5BsfUio4+1P40NIZ7U2vDSpNjZMm0JC2NYUSSmGL031KaIgIgMgTIUUtCDsCUkBqtcAgJmAEqnFiHLg6SKcIQavGQTbpZVvGqtbjOBIqIM5ACcbUjh01hTpzhC+XBR7fe2ssnSyNduGIzFftfv904UHBphSJMN++zk0urlP/gf/3Y7hLfKB66crI9LpXxajRZe0LnsfBlPuR9W3bdMvQYcghmfFtREfJBcZJrsLwsrSVjUSsplFVco5Zce8CY1a51QDLrECJZiwyAAAyBp5mvpdUEhAiGCSuwYiA5qqqoJmi5NkGZj50R25ofF3HPHh6Q1DWoR1CM4+5bhuG0drozKBdt9eV3ekcsnDGF58tz0btP/VJgZJUkn4udmvLOnJwOb3z8E0+8+f3Jj5it5gf+Y7Ew8+d2WWv8wJyjWXBkWHUp0lnpODYYZuAnPDohW1vqjFODoovCBsiFipmUpZBEQEZwbpBnnBnBlVCgJWmSiAwBAa1wAJhxHeURgkACxwpTkrIMbQkVczUMBqEXsqruSoziip9Ok6dk7GXKz/lR4jVhXKu6yOzhoLvcipMOf2SDVwNfrKxMnRve53/66IkMPmou5XOzUF95LHzuZv0fHNrxF2ZeOdPJ/iP96FH4a2JwnN1om+3xVPhicTRM2tKaopL+QInwJMlGp7qjgHFrMeBCtoUJe0L7EYJkBoxjmOKEjJFSVhkishQoy0EAccYqbQxUqtLaADcaoZRgOENuGXnasVpU9QI3aqqU0ZxzarIxvccBG635z6Lvj1rMlE6tKaRRqTpyj45OkqTR3ZZTKTJ7u3AWnP5bv7/r1ezGt984EyuSXWe+0ZzrfnX064Obe4fh4vCfNqawhUBmjhViMT4aj3OMxqFladOmoiNMvALRkPtkjbGWVZWaGplw7k0Ii8oyU8tRkyIEFMitBkAEssAsN0IjMAKnYmSJOFjOLDKyBsJKo6OYQS2lwI98e+GQpi65ctqSxA7EBnpe461KRP3cLWPGCjJWqLoe1ydePkeyFw38WTu1w86Mcxh/4D9HYWR2FpZmXxJzy79vqw/q2t31wU45YfKJayWxgjWGzro9YHVbTFSkvalplrZymGdk6ZE5tR9cfSFDpbExqRpiXDGpGWgBoNFaDrJ0SiRkRhtjLUMCiwwRuSV0CCi3nCETQBy0IcbBdTPDmYqYq0OoilrXudBQtcqWwcPN1Ezi6LC0x9fy/NKeFZPIS0akXUfTuLJDp7K9ad/6cw8ONz+dny6Sd624Fq6G2w9f3n7xG8NiZ+o0nlxb3f+jM3c/dvEKspf0E95S1KmenU1rTmZkEtUy44mgZEoiq+x0Vgm+L+u3WTplEe9SKLUvuHUNZ4IEJ8EZal87ICQTiICcPANAZLniiKhBIqNKMCksMJLAtPV0BQIsVMa6lWZtPdLujPTOe+xkOwkikgUNj8sq1rdqJUa2qJwS05KBrwNXIQ+91G90X6m3Xpk/1gd6SYv5uWeKr+wGZ6VwH8nlsgM31rOtoK6ay05Dv6H4HG5cJ8/wuGBemsd4BKlRDd3Govah2qwMnOnWuyPh6aQEU47VpAwWK2CeaYJyGQF1NAe0BlmUaYFg0CBwQ4iMQGhytAXgVmo0zCIYAUCWkwQLVIMpxYXG9We/sjGdpFUH/EKrKpdmtsJTt1Dn/tgtISqJ5a7QWLm5rKUyFMX4bLl8O25NGneXGfeP9/zEQx2Jth5uBAtfTZZ7rSiDo3qd0QPtV8YHjQ/Pf787LH1U0+aoikofPX8nmJ6/94WvO2enT31lpP2wjx6myA1Zv7AeamLIKrKcSSq5AWQeq7nIEa0DRMhBWCANVHEuwLISkQsA5hJnIJmjrdU8LTRCyRw1LaaZjMW0Njnu5WUFFEb4/XRalRPGATPlMwdNXYYgzYTQWVlpV8XNT1XvHt87/y478hc8xkTa9i6X0zPnXvgdnO17xij+SHv4M5e/dzzLV/2t7+nLv/SFK4kVo0oYkc4mXZOfG8UvOcFq+7VK1PJxK4Y6ecowThYrIA+UMVxwMhp5iIoJx5WGDOeVQLTCqwiAgIMiTRaRkdWck2JaIRgiHxxQxgUpFNj/upyP5yOkXjTrc+GCl3erqFL5nHYo9oUk0oXGihmB8Vp8/HrpDC6w57LWevPmsl1svaPQNWoS3Fz43IKz/NPJGWzMmsmw3z01uNh8/t4kw4P+9L8+EPBmaoCkKvUxMysiqan62TWzs8WjpMYKD05iCgMdxY6QOswcy5AHdr60ppqSZEVakKvJEhIjrMBhIDmBx5EzQME0MGaQa0RN0vKyhei7XIwE0yNfjzA/Mi6pRS9wazz2O4We1TTihjOynsqYZKPARe1ne2Ht1HB5dnM5fcRmI9eFx+fLZy7Wlbd2an31lddN59vePTuWvXMOPfXp6o2Dj9wboFccr/zJ/919T1FV1ct6w/FKVYon45m72ydvZGJFisoJmLFlNi2b6Qgt2TSYAosgrh1yCkJBHF0jiGNpUGputdRSIQBabrijNAkOJYI0jCsAQkCoTWPuTguv5FyG7a6GPBO+e+kW9evS88PtZH7HUyp2h9ZDW8mKaVehV+mmzn3Hk3lw7gcLJ7FR4WPX5BLb1jP7wZC5xxuHxSNbybI9qKXl6fCtx3er1qYTeFPvOJyBrZlROZdBYlp50fYtTtXl49SauYOy8Oe6TlHZyJJBMiDQoKrpKs5FpbjIhWaVqaxEFICkLNdMIyCSsMwWJIRRFTKuyBiyFklat5SjauA4GhhhSiN7Wi25Do51EtYN3b0e8qMWC5hWFZspSlaS9VxhSzszyRcWs6VG03/ZnahtD+4/V+VbbxbDScUit/RKWXv30nr9fp4085u3+bvJlMHZOFsvJe3rWrfWmCbawT46YdrLvfXN+Tk/2QSvrYIZaWKhbGmMKyQPNSfKNc0t1FEgI8YY57aqNBIKyQAJCNEgMXIQrMcBBHHJODKJRghpkVCiVQus9Kvqbq32njw0Zrjpo+pGw6WFo1OfJkodMY3sYeBaRzBT0GzNK6kz45q9e4NRgUdynsJOMqkfrE7LYbnr4tidrEwu2ga0GzA87c+oft+dLu/ureSDLFk49qkYeWBAukwVrly4wBYemR07QQYrJh0ZRp4vOXf80GQTJ+WFf8omOyPQmisjwPilMUJSPUutMJZJjQwMOJaAVZY4IFmwfiVI2AJ866B2nEwLJ3GCWuM++mXbllnmr/REMKjO3NWX99dfymS1NlKVbZ44msJU6yrMWRkMdeZp5uR9J5h6Sqsua50Z7TiFh7PGf7u2eDQ7CKo03A514BUUyulOSxvXDERZB4zdYaCoJnrXw6vv23rTyTMKhlKdvQu8cpuDvAjRx4oxLav7XuolrGpNHYVS+wWiW4EDcoLckmUOlAzICgJLkggALQdL5GU15SUszDvGNUPja+YsROvPq3qVwqRmGkU08cWg3Xt8eHjgVC7KlAK/1Eu7cRWPLMUPluxdNFSoUNrUKaJwGGRepxaOZX2/LwCvZOTV9u6LpRtzlfPob31gdwhlq6ouHB3PHs0MGo3hEY+ocNtdKB/v7QSz25594qBXydwZcoZeYcBz8nhqyQArhVtGIxdzptwKjFM5BnVCTAPjnikY44xpAHIsGENkGRJ5jtQtOeP6PM26w7o0CRvvHdxsXpZNNg6qfCcTXpJ1In5ryKXxtJ9ar9Kcjvh0MmIVtlQLdCVC5hsI/ElLh/Me6LK87Sav9tK8eXqnfkrdefdjo9FKPay+sby6SEu2VGxnWpVQzU900fby0q26vNU46i/DkU7l2yAfIbfaML4YU4zpmHUNGXCNJzMzCsgAIqInM82YKBzNsERhLTCLCAyM4IoQDbOcG2sYd1okoRiIZ76jo9GyPQoCXQgxWjhe3W1UE3E+Gbj19GpcTf8gEIVXUuXXhe4HGqyj+LOwte/PVLthIRNynczVl/IJLUXDS9sjVZ41417FQ8dLj2XtyI+Z76helbgX+msnJ7zPtBEUd4F5lUtauVbZIA34Je8tK4KRVUbI3Do2VIxKrmRJhJ5FUsS456ncRU46NJ4xcUDMERhKAaCFqpCYRUPELDnMlqk/PVEXxVsx+P7RyXJQgSaUWdw708u9aHsv7w5mX73/7tStmybKdpvCDhcTsmr2inp9v1+tVu5p5gaBBakyvZ0BsXD8ymvHefXY2l669LBMb93vt+5EdVstNT7C3CvmSvVmxZ9ULIsg0GEtSqucIv80yEblB7XJm3g2KLxMtWt12a64hjS1ueAUQEeVqo2ILljBlEK0AgxwyxUH4uAmyDWzCCCxZAiGM7Lcrs3d9uS+3/DTNInbh+Q6ETsMpsA0ehffqtla886MyOWYJh4XVUIexIvvLd8nXVvZdWs0cz+eUlaK/POvjSo2dyAltqMjP8sL/8JhFdJqcoLTcGdRFVHkF7CwePzd2ZX7Km8fWRYs7U0jra1baae1fEeBeeJN7UKY5YDoQrxfW72h68OInDEHwy0JJvy8QCYsEScDzAolDQJxS4xX3DALiMQsEgLnFSIHpzN3OAz1VKAngsQdKyNV2bCmEmgcYPFU+AlO3EZt3O5Oc7dkIEsvwnE04ZK3K3eqZZwMvMKN3KIS9aPcqUfe4EB45Uyds6DoJats0Lg7d/TQ3UDsbzx87lv3hrI9mUoNbshZe9jPHHJLZJ610bTZuOM9ek2tHZrMNSSUF+77ViOzBsBaZhkTyiISB2GQgBjTwlhhiFlCZpHQcAvEBYGxCIAsWpC9k+V9jmEuirWUp84RtwBRIhwNfHVfsxhLVdSSWgxiGykYUuSyzBhubaTirAxzpyASDOyCczKheknyoVdk+0Dzp3KmR2zQ6XsTI+3Gzx39XayJOaeo9phhBYXkDhtqTDzS1Xy3Or0pjFjbWb4fzO2jCqcojKyCop77Uw2iAsMAQVQEgAgAiG6FmnPS4GjjGItAhAwNMCsIDAoyxLlXzEfJIBeNqdAqMAYZzwCEtZZrP3UEuTJVDJjTOFauOXPLKQVX5OhAymMmladaohullaerQOFsdcwFA+7nnOvayFWXwt6xa2p5jiVVWWCUu2jdyfJJma9fBxRV5xjRLRkLK0y9kgGaGXegz1SH2q0MLwBIYOz0G2OqiIMhDq5VCPb/AyZrVI9JFZKSAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<PIL.Image.Image image mode=L size=224x224 at 0x7FA1893C9690>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "gradients = gs.interpret(\n",
    "        img_path,\n",
    "        labels=None,\n",
    "        noise_amount=0.1,\n",
    "        n_samples=20,\n",
    "        visual=True,\n",
    "        save_path=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Another choice for visualization is to overlay the gradients with the original image."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=224x224 at 0x7FA168B1F350>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "visualize_overlay(gradients[0], read_image(img_path)[0])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note that `GradShapCVInterpreter` also supports multiple images as inputs. They can be either processed images or a list of image filepaths. Feel free to play around with it!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "paddle2.0",
   "language": "python",
   "name": "paddle2.0"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
